Method: V-Skip reformulates token pruning as a Visual-Anchored Information Bottleneck optimization problem. It uses a dual-path gating mechanism that weighs token importance through both linguistic surprisal and cross-modal attention flow to preserve visually salient anchors.

Result: Achieves 2.9× speedup with negligible accuracy loss, preserves fine-grained visual details, and outperforms other baselines by over 30% on DocVQA benchmark.

Conclusion: V-Skip effectively addresses the Visual Amnesia problem in multimodal token compression, enabling efficient Chain-of-Thought reasoning while maintaining visual understanding capabilities.

Abstract: While Chain-of-Thought (CoT) reasoning significantly enhances the performance of Multimodal Large Language Models (MLLMs), its autoregressive nature incurs prohibitive latency constraints. Current efforts to mitigate this via token compression often fail by blindly applying text-centric metrics to multimodal contexts. We identify a critical failure mode termed Visual Amnesia, where linguistically redundant tokens are erroneously pruned, leading to hallucinations. To address this, we introduce V-Skip that reformulates token pruning as a Visual-Anchored Information Bottleneck (VA-IB) optimization problem. V-Skip employs a dual-path gating mechanism that weighs token importance through both linguistic surprisal and cross-modal attention flow, effectively rescuing visually salient anchors. Extensive experiments on Qwen2-VL and Llama-3.2 families demonstrate that V-Skip achieves a $2.9\times$ speedup with negligible accuracy loss. Specifically, it preserves fine-grained visual details, outperforming other baselines over 30% on the DocVQA.

Method: Proposes UniWhisper, an efficient continual multi-task training framework that casts heterogeneous audio tasks into a unified instruction and answer format, enabling standard next-token training without task-specific heads and losses. Trained on 38k hours of public audio data.

Result: UniWhisper achieves normalized weighted averages of 0.81 with MLP probes and 0.61 with kNN on 20 tasks spanning speech, environmental sound, and music, outperforming Whisper (0.64 and 0.46 respectively) while retaining strong speech performance.

Conclusion: UniWhisper demonstrates that instruction-based multi-task training can create a universal audio encoder that effectively handles diverse audio domains without sacrificing performance in any specific domain.

Abstract: A universal audio representation should capture fine-grained speech cues and high-level semantics for environmental sounds and music in a single encoder. Existing encoders often excel in one domain but degrade in others. We propose UniWhisper, an efficient continual multi-task training framework that casts heterogeneous audio tasks into a unified instruction and answer format. This enables standard next-token training without task-specific heads and losses. We train it on 38k hours of public audio and assess the encoder using shallow MLP probes and k-nearest neighbors (kNN) on 20 tasks spanning speech, environmental sound, and music. UniWhisper reaches normalized weighted averages of 0.81 with MLP probes and 0.61 with kNN, compared to 0.64 and 0.46 for Whisper, while retaining strong speech performance.

Method: Three-stage approach: 1) Use pre-trained models to generate 4D scene and monaural audio from monocular video; 2) Localize and track sound sources in 4D scene using pixel-level visual grounding to estimate 3D coordinates; 3) Synthesize spatial audio based on sound source locations using physics-based simulation, making audio viewpoint- and timestamp-dependent.

Result: Extensive experiments demonstrate realistic spatial audio generation consistent with synthesized 4D scenes in a training-free manner, significantly enhancing user immersive experience.

Conclusion: Sonic4D successfully addresses the limitation of existing 4D generation methods by providing spatial audio generation aligned with dynamic scenes, enabling more immersive audiovisual experiences.

Abstract: Recent advancements in 4D generation have demonstrated its remarkable capability in synthesizing photorealistic renderings of dynamic 3D scenes. However, despite achieving impressive visual performance, almost all existing methods overlook the generation of spatial audio aligned with the corresponding 4D scenes, posing a significant limitation to truly immersive audiovisual experiences. To mitigate this issue, we propose Sonic4D, a novel framework that enables spatial audio generation for immersive exploration of 4D scenes. Specifically, our method is composed of three stages: 1) To capture both the dynamic visual content and raw auditory information from a monocular video, we first employ pre-trained expert models to generate the 4D scene and its corresponding monaural audio. 2) Subsequently, to transform the monaural audio into spatial audio, we localize and track the sound sources within the 4D scene, where their 3D spatial coordinates at different timestamps are estimated via a pixel-level visual grounding strategy. 3) Based on the estimated sound source locations, we further synthesize plausible spatial audio that varies across different viewpoints and timestamps using physics-based simulation. Extensive experiments have demonstrated that our proposed method generates realistic spatial audio consistent with the synthesized 4D scene in a training-free manner, significantly enhancing the immersive experience for users. Generated audio and video examples are available at https://x-drunker.github.io/Sonic4D-project-page.

Method: Uses cl-tohoku/bert-base-japanese-v3 model combined with Bi-LSTM for contextual understanding and enhanced position heads, optimized with LoRA (Low-Rank Adaptation) for parameter efficiency.

Result: Achieved 70.4% End Position accuracy using only 6.7M parameters (5.7% of total 117M), with a Span F1 score of 0.885, demonstrating suitability for real disaster response scenarios.

Conclusion: The system shows promise for disaster Q&A but needs benchmark datasets, disaster knowledge fine-tuning, lightweight edge AI applications for disaster scenarios with limited power/communication, and continual learning capabilities.

Abstract: Natural disasters such as earthquakes, torrential rainfall, floods, and volcanic eruptions occur with extremely low frequency and affect limited geographic areas. When individuals face disaster situations, they often experience confusion and lack the domain-specific knowledge and experience necessary to determine appropriate responses and actions. While disaster information is continuously updated, even when utilizing RAG search and large language models for inquiries, obtaining relevant domain knowledge about natural disasters and experiences similar to one’s specific situation is not guaranteed. When hallucinations are included in disaster question answering, artificial misinformation may spread and exacerbate confusion. This work introduces a disaster-focused question answering system based on Japanese disaster situations and response experiences. Utilizing the cl-tohoku/bert-base-japanese-v3 + Bi-LSTM + Enhanced Position Heads architecture with LoRA efficiency optimization, we achieved 70.4% End Position accuracy with only 5.7% of the total parameters (6.7M/117M). Experimental results demonstrate that the combination of Japanese BERT-base optimization and Bi-LSTM contextual understanding achieves accuracy levels suitable for real disaster response scenarios, attaining a 0.885 Span F1 score. Future challenges include: establishing natural disaster Q&A benchmark datasets, fine-tuning foundation models with disaster knowledge, developing lightweight and power-efficient edge AI Disaster Q&A applications for situations with insufficient power and communication during disasters, and addressing disaster knowledge base updates and continual learning capabilities.

Method: SIA performs sparse junction steering by intervening only at critical decision points (high-entropy junctions) along the generation trajectory, using the insight that these points mark pivotal decisions and are particularly susceptible to misalignment.

Result: Steering only 20% to 80% of tokens achieves superior alignment-efficiency trade-offs; for strong base models like Qwen3, intervening on as few as 20% of tokens matches or surpasses heavily post-trained instruct models; reduces computational cost by up to 6x.

Conclusion: Sparse intervention is sufficient for effective alignment, enabling stronger guidance while better preserving the model’s native distribution, and integrates well with search-based methods like Best-of-N.

Abstract: Token-level steering has emerged as a pivotal approach for inference-time alignment, enabling fine grained control over large language models by modulating their output distributions without parameter updates. While effective, existing methods rely on dense intervention at every decoding step. This persistent manipulation not only incurs substantial computational overhead but also risks compromising generation quality by excessively drifting from the model’s intrinsic distribution. In this work, we show that dense intervention is unnecessary and propose Sparse Inference time Alignment (SIA), which performs sparse junction steering by intervening only at critical decision points along the generation trajectory. Our key insight is that high entropy junctions mark pivotal decision points in the generation trajectory and are particularly susceptible to misalignment, indicating the need to introduce alignment related reward signals at these points. Extensive experiments across different model families and alignment objectives show that steering only 20% to 80% of tokens achieves superior alignment-efficiency trade offs. For strong base models such as Qwen3, intervening on as few as 20% of tokens matches or even surpasses heavily post-trained instruct models. This sparsity enables stronger guidance while better preserving the model’s native distribution, integrates seamlessly with search based methods such as Best-of-N, and reduces computational cost by up to 6x.

Method: Fine-tuned general-purpose (BERT) and domain-specific (SciBERT, BioBERT) pre-trained language models enriched with biomedical entity information extracted via scispaCy models, using Multiple Instance Learning with attention pooling for study-level predictions.

Result: Achieved F1-scores up to 0.82 with nearly perfect recall at study-level, significantly outperforming classical bag-of-words baselines and recently reported PLM baselines.

Conclusion: Entity enrichment significantly improves domain adaptation and model generalization, enabling more accurate automated screening in systematic reviews for health economics research.

Abstract: The EQ-5D (EuroQol 5-Dimensions) is a standardized instrument for the evaluation of health-related quality of life. In health economics, systematic literature reviews (SLRs) depend on the correct identification of publications that use the EQ-5D, but manual screening of large volumes of scientific literature is time-consuming, error-prone, and inconsistent. In this study, we investigate fine-tuning of general-purpose (BERT) and domain-specific (SciBERT, BioBERT) pre-trained language models (PLMs), enriched with biomedical entity information extracted through scispaCy models for each statement, to improve EQ-5D detection from abstracts. We conduct nine experimental setups, including combining three scispaCy models with three PLMs, and evaluate their performance at both the sentence and study levels. Furthermore, we explore a Multiple Instance Learning (MIL) approach with attention pooling to aggregate sentence-level information into study-level predictions, where each abstract is represented as a bag of enriched sentences (by scispaCy). The findings indicate consistent improvements in F1-scores (reaching 0.82) and nearly perfect recall at the study-level, significantly exceeding classical bag-of-words baselines and recently reported PLM baselines. These results show that entity enrichment significantly improves domain adaptation and model generalization, enabling more accurate automated screening in systematic reviews.

Method: For ASR: Combined BengaliAI fine-tuned Whisper medium model with Demucs source separation for vocal isolation, silence-boundary chunking, and carefully tuned generation hyperparameters. For speaker diarization: Replaced default segmentation model in pyannote.audio pipeline with Bengali-fine-tuned variant, used wespeaker-voxceleb-resnet34-LM embeddings with centroid-based agglomerative clustering.

Result: Achieved best private WER of 0.37738 and public WER of 0.36137 for ASR. For speaker diarization, achieved best private DER of 0.27671 and public DER of 0.20936. Domain-specific fine-tuning of segmentation, vocal source separation, and silence-aware chunking were identified as most impactful design choices.

Conclusion: The system demonstrates effective approaches for low-resource Bengali speech processing, with domain-specific fine-tuning, source separation, and intelligent chunking being key to success in both ASR and speaker diarization tasks.

Abstract: We describe our end-to-end system for Bengali long-form speech recognition (ASR) and speaker diarization submitted to the DL Sprint 4.0 competition on Kaggle. Bengali presents substantial challenges for both tasks: a large phoneme inventory, significant dialectal variation, frequent code-mixing with English, and a relative scarcity of large-scale labelled corpora. For ASR we achieve a best private Word Error Rate (WER) of 0.37738 and public WER of 0.36137, combining a BengaliAI fine-tuned Whisper medium model with Demucs source separation for vocal isolation, silence-boundary chunking, and carefully tuned generation hyperparameters. For speaker diarization we reach a best private Diarization Error Rate (DER) of 0.27671 and public DER of 0.20936 by replacing the default segmentation model inside the pyannote.audio pipeline with a Bengali-fine-tuned variant, pairing it with wespeaker-voxceleb-resnet34-LM embeddings and centroid-based agglomerative clustering. Our experiments demonstrate that domain-specific fine-tuning of the segmentation component, vocal source separation, and natural silence-aware chunking are the three most impactful design choices for low-resource Bengali speech processing.

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2602.21217: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21217&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

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Abstract: Failed to fetch summary for 2602.21218: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21218&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2602.21262: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21262&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method as the abstract could not be retrieved

Result: Unable to determine results as the abstract could not be retrieved

Conclusion: Unable to draw conclusions as the abstract could not be retrieved

Abstract: Failed to fetch summary for 2602.21219: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21219&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper retrieval

Result: Unable to determine results due to failed paper retrieval

Conclusion: Unable to analyze paper due to technical retrieval error

Abstract: Failed to fetch summary for 2602.21220: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21220&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed API request

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Abstract: Failed to fetch summary for 2602.21222: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21222&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: No method information available due to failed content retrieval.

Result: No results available as the paper content could not be fetched.

Conclusion: Unable to analyze paper due to technical limitations in accessing the content.

Abstract: Failed to fetch summary for 2602.21814: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21814&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

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Conclusion: Unable to draw conclusions due to fetch failure

Abstract: Failed to fetch summary for 2602.21223: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21223&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

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Abstract: Failed to fetch summary for 2602.21857: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21857&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

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Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21224: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21224&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2602.21225: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21225&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to determine conclusion due to access error

Abstract: Failed to fetch summary for 2602.21226: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21226&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

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Conclusion: Cannot draw conclusions about paper content due to retrieval error

Abstract: Failed to fetch summary for 2602.21227: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21227&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

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Abstract: Failed to fetch summary for 2602.21228: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21228&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot draw conclusions as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.21230: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21230&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Method unknown - unable to access paper content due to HTTP 429 error (rate limiting by arXiv API).

Result: Results unknown - unable to access paper content due to HTTP 429 error.

Conclusion: Cannot provide conclusion due to inability to access paper content. The HTTP 429 error indicates rate limiting by arXiv’s API.

Abstract: Failed to fetch summary for 2602.21257: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21257&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot analyze method as paper content is unavailable due to HTTP 429 error

Result: No results available - arXiv API returned rate limiting error (HTTP 429)

Conclusion: Cannot draw conclusions about paper content due to technical limitations in accessing the paper

Abstract: Failed to fetch summary for 2602.21265: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21265&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to technical issues with arXiv API

Result: Cannot determine results as paper content is unavailable due to technical issues with arXiv API

Conclusion: Cannot draw conclusions as paper content is unavailable due to technical issues with arXiv API

Abstract: Failed to fetch summary for 2602.21368: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21368&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to content unavailability.

Result: Unable to determine results due to content unavailability.

Conclusion: Unable to determine conclusion due to content unavailability.

Abstract: Failed to fetch summary for 2602.21346: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21346&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as abstract is unavailable due to API rate limiting

Result: Cannot determine results as abstract is unavailable due to API rate limiting

Conclusion: Cannot draw conclusions about paper content due to inability to access abstract

Abstract: Failed to fetch summary for 2602.21374: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21374&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21377: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21377&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

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Abstract: Failed to fetch summary for 2602.21379: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21379&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to inability to access paper content.

Result: Cannot determine results due to inability to access paper content.

Conclusion: Cannot draw conclusions due to inability to access paper content.

Abstract: Failed to fetch summary for 2602.21461: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21461&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to missing abstract content

Result: Unable to determine results due to missing abstract content

Conclusion: Unable to draw conclusions due to missing abstract content

Abstract: Failed to fetch summary for 2602.21485: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21485&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2602.21543: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21543&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to determine conclusion due to access error

Abstract: Failed to fetch summary for 2602.21608: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21608&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

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Conclusion: Unable to determine conclusion due to access error

Abstract: Failed to fetch summary for 2602.21619: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21619&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: No method information available - arXiv API request resulted in HTTP 429 error

Result: No results available - could not retrieve paper content

Conclusion: Unable to analyze paper due to technical limitations in accessing the content

Abstract: Failed to fetch summary for 2602.21628: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21628&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

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Abstract: Failed to fetch summary for 2602.21447: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21447&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

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Abstract: Failed to fetch summary for 2602.21638: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21638&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

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Abstract: Failed to fetch summary for 2602.21456: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21456&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

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Abstract: Failed to fetch summary for 2602.21646: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21646&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

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Abstract: Failed to fetch summary for 2602.21492: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21492&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2602.21647: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21647&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper fetch

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Abstract: Failed to fetch summary for 2602.21522: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21522&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper fetch

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Abstract: Failed to fetch summary for 2602.21652: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21652&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Conclusion: Cannot draw conclusions about the paper due to access limitations

Abstract: Failed to fetch summary for 2602.21669: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21669&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to access limitations

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Abstract: Failed to fetch summary for 2602.21720: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21720&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to draw conclusions due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21728: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21728&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper retrieval

Result: Unable to determine results due to failed paper retrieval

Conclusion: Unable to determine conclusion due to failed paper retrieval

Abstract: Failed to fetch summary for 2602.21763: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21763&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed API request

Result: Unable to determine results due to failed API request

Conclusion: Unable to determine conclusion due to failed API request

Abstract: Failed to fetch summary for 2602.21786: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21786&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21854: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21854&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21862: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21862&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Method unknown - paper content not accessible due to API rate limiting

Result: No results available - could not fetch paper information

Conclusion: Cannot analyze paper due to technical limitations in accessing the content

Abstract: Failed to fetch summary for 2602.21887: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21887&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to lack of access to paper content.

Result: Unable to determine results due to lack of access to paper content.

Conclusion: Unable to draw conclusions due to lack of access to paper content.

Abstract: Failed to fetch summary for 2602.21933: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21933&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21941: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21941&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21947: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21947&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to determine conclusion due to access error

Abstract: Failed to fetch summary for 2602.21950: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21950&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to draw conclusions due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21951: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21951&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to technical error fetching paper content

Result: Unable to determine results due to technical error fetching paper content

Conclusion: Unable to determine conclusion due to technical error fetching paper content

Abstract: Failed to fetch summary for 2602.21978: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21978&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.22014: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22014&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.22045: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22045&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.22072: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22072&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot determine conclusion as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.22090: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22090&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to API fetch failure

Result: Unable to determine results due to API fetch failure

Conclusion: Unable to draw conclusions due to API fetch failure

Abstract: Failed to fetch summary for 2602.22125: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22125&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content.

Result: Cannot determine results without access to paper content.

Conclusion: Cannot draw conclusions without access to paper content.

Abstract: Failed to fetch summary for 2602.22157: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22157&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content.

Result: Cannot determine results without access to paper content.

Conclusion: Cannot determine conclusion without access to paper content.

Abstract: Failed to fetch summary for 2602.22175: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22175&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21864: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21864&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: N/A - Paper content not accessible

Result: HTTP 429 error (Too Many Requests) when attempting to fetch paper summary from arXiv API

Conclusion: Cannot provide analysis due to rate limiting on arXiv API requests

Abstract: Failed to fetch summary for 2602.22182: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22182&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to draw conclusions due to fetch failure

Abstract: Failed to fetch summary for 2602.22193: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22193&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot analyze method due to failed data retrieval from arXiv

Result: No results available - HTTP 429 error indicates rate limiting or server overload

Conclusion: Technical issue prevents paper analysis; need to retry or use alternative access method

Abstract: Failed to fetch summary for 2602.22200: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22200&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.22207: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22207&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to inability to access paper content.

Result: Cannot determine results due to inability to access paper content.

Conclusion: Cannot draw conclusions about paper content due to access limitations.

Abstract: Failed to fetch summary for 2602.21214: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21214&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2602.21229: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21229&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21480: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21480&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to determine conclusion due to access error

Abstract: Failed to fetch summary for 2602.22124: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22124&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content

Result: Cannot determine results without access to the paper content

Conclusion: Cannot draw conclusions without access to the paper content

Abstract: Failed to fetch summary for 2602.22144: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22144&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: No method information available due to failed API request

Result: No results available - only technical error information was obtained

Conclusion: Cannot provide analysis due to technical limitations in accessing the paper content

Abstract: Failed to fetch summary for 2602.22145: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22145&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2305.15929: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2305.15929&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to determine conclusion due to access error

Abstract: Failed to fetch summary for 2402.13604: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2402.13604&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot determine conclusion as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2407.15160: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2407.15160&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2409.20120: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2409.20120&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2502.11684: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2502.11684&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2502.18424: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2502.18424&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

Result: Cannot determine results as paper content could not be retrieved

Conclusion: Cannot draw conclusions as paper content could not be retrieved

Abstract: Failed to fetch summary for 2503.06692: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2503.06692&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2505.13529: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2505.13529&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content.

Result: Cannot determine results without access to paper content.

Conclusion: Cannot draw conclusions without access to paper content.

Abstract: Failed to fetch summary for 2503.15133: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2503.15133&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2505.18502: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2505.18502&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Method unknown - unable to fetch paper details due to HTTP 429 error (rate limiting by arXiv API).

Result: Results unknown - paper content not accessible due to API rate limiting.

Conclusion: Cannot provide conclusion without paper content. The arXiv API returned HTTP 429 indicating too many requests, suggesting the system needs to wait before retrying.

Abstract: Failed to fetch summary for 2505.17306: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2505.17306&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content

Result: Cannot determine results without access to the paper content

Conclusion: Cannot determine conclusion without access to the paper content

Abstract: Failed to fetch summary for 2506.05154: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2506.05154&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method as the paper content could not be retrieved due to API rate limiting.

Result: Unable to determine results as the paper content could not be retrieved due to API rate limiting.

Conclusion: Unable to draw conclusions as the paper content could not be retrieved due to API rate limiting.

Abstract: Failed to fetch summary for 2506.06060: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2506.06060&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to API rate limiting preventing access to paper details

Result: Unable to determine results due to API rate limiting preventing access to paper details

Conclusion: Unable to determine conclusion due to API rate limiting preventing access to paper details

Abstract: Failed to fetch summary for 2506.07658: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2506.07658&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content.

Result: Cannot determine results without access to the paper content.

Conclusion: Cannot draw conclusions without access to the paper content.

Abstract: Failed to fetch summary for 2506.09886: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2506.09886&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to determine conclusion due to access error

Abstract: Failed to fetch summary for 2507.08017: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2507.08017&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to technical error fetching paper content

Result: Unable to determine results due to technical error fetching paper content

Conclusion: Unable to determine conclusion due to technical error fetching paper content

Abstract: Failed to fetch summary for 2510.19139: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.19139&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2508.05282: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2508.05282&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about paper content due to access limitations

Abstract: Failed to fetch summary for 2508.19982: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2508.19982&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to data retrieval failure

Result: Unable to determine results due to data retrieval failure

Conclusion: Unable to draw conclusions due to data retrieval failure

Abstract: Failed to fetch summary for 2509.02452: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2509.02452&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method as abstract could not be retrieved

Result: Unable to determine results as abstract could not be retrieved

Conclusion: Unable to determine conclusion as abstract could not be retrieved

Abstract: Failed to fetch summary for 2509.11517: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2509.11517&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2509.18880: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2509.18880&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content.

Result: Cannot determine results without access to the paper content.

Conclusion: Cannot draw conclusions without access to the paper content.

Abstract: Failed to fetch summary for 2509.23744: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2509.23744&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2509.25184: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2509.25184&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as the paper content is unavailable due to API rate limiting.

Result: Cannot determine results as the paper content is unavailable due to API rate limiting.

Conclusion: Cannot determine conclusion as the paper content is unavailable due to API rate limiting.

Abstract: Failed to fetch summary for 2510.05077: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.05077&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

Result: Cannot determine results as paper content could not be retrieved

Conclusion: Cannot draw conclusion due to inability to access paper content

Abstract: Failed to fetch summary for 2602.18671: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.18671&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to data fetch failure

Result: Unable to determine results due to data fetch failure

Conclusion: Unable to determine conclusion due to data fetch failure

Abstract: Failed to fetch summary for 2510.10472: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.10472&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

Result: Cannot determine results as paper content could not be retrieved

Conclusion: Cannot draw conclusions as paper content could not be retrieved

Abstract: Failed to fetch summary for 2510.13329: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.13329&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2510.14640: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.14640&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2510.17509: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.17509&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as abstract is not available

Result: Cannot determine results as abstract is not available

Conclusion: Cannot draw conclusions about paper content due to unavailability of abstract

Abstract: Failed to fetch summary for 2510.20498: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.20498&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to draw conclusions due to failed paper fetch

Abstract: Failed to fetch summary for 2510.22037: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.22037&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2511.06899: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2511.06899&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2512.16902: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2512.16902&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot analyze method due to API access restrictions

Result: No results available due to technical limitations in accessing the paper

Conclusion: Unable to provide analysis due to arXiv API rate limiting (HTTP 429 error)

Abstract: Failed to fetch summary for 2411.06657: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2411.06657&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2601.07984: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.07984&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to inability to access paper content

Result: Cannot determine results due to inability to access paper content

Conclusion: Cannot draw conclusions due to inability to access paper content

Abstract: Failed to fetch summary for 2601.07986: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.07986&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2601.15715: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.15715&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2601.19922: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.19922&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2601.21841: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.21841&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2602.02007: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.02007&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot determine conclusion as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2506.07452: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2506.07452&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2602.08237: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.08237&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about paper content due to access limitations

Abstract: Failed to fetch summary for 2602.10953: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.10953&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access limitations

Result: Unable to determine results due to access limitations

Conclusion: Unable to draw conclusions due to access limitations

Abstract: Failed to fetch summary for 2602.11961: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.11961&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.12635: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.12635&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.13551: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.13551&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to inability to access paper content.

Result: Cannot determine results due to inability to access paper content.

Conclusion: Cannot draw conclusions due to inability to access paper content.

Abstract: Failed to fetch summary for 2602.16852: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.16852&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable.

Result: Cannot determine results as paper content is unavailable.

Conclusion: Cannot draw conclusions about the paper due to content unavailability.

Abstract: Failed to fetch summary for 2602.17784: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.17784&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.18788: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.18788&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot determine conclusion as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.19878: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.19878&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.20945: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20945&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to retrieval failure

Result: Unable to determine results due to retrieval failure

Conclusion: Unable to determine conclusion due to retrieval failure

Abstract: Failed to fetch summary for 2304.14347: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2304.14347&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper’s abstract or content

Result: Cannot determine results without access to the paper’s abstract or content

Conclusion: Cannot draw conclusions without access to the paper’s abstract or content

Abstract: Failed to fetch summary for 2504.20094: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2504.20094&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot analyze method as paper content is unavailable due to HTTP 429 error

Result: No results available - the arXiv API returned a rate limiting error (HTTP 429)

Conclusion: Cannot draw conclusions about paper content due to technical limitations in accessing the abstract

Abstract: Failed to fetch summary for 2505.21510: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2505.21510&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper fetch

Result: Cannot determine results due to failed paper fetch

Conclusion: Cannot determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2507.04517: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2507.04517&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper retrieval

Result: Unable to determine results due to failed paper retrieval

Conclusion: Unable to determine conclusion due to failed paper retrieval

Abstract: Failed to fetch summary for 2511.01734: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2511.01734&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2511.20718: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2511.20718&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2601.08026: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.08026&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about paper content due to access limitations

Abstract: Failed to fetch summary for 2602.20610: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20610&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to API access limitations preventing retrieval of paper content.

Result: Unable to determine results due to API access limitations preventing retrieval of paper content.

Conclusion: Unable to draw conclusions about the paper’s content due to technical limitations in accessing the arXiv API.

Abstract: Failed to fetch summary for 2602.21158: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21158&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Three synergistic modules: 1) Gaussian-Centered Attention (GCA) to focus on subject cores and handle grounding-box overlaps; 2) Action-Boost Singular Value Reweighting (AB-SVR) to amplify action-related directions in text embeddings; 3) Selective Forgetting Cache (SFC) to retain transferable background cues while forgetting nonessential history.

Result: CLIP-T improves by 10-15% over baselines, DreamSim scores lower than strong baselines, and CLIP-I stays in competitive range. Inference is faster than FluxKontext on 24GB GPU with matched resolution and steps. Qualitatively produces expressive interactions and evolving yet stable scenes.

Conclusion: StoryTailor effectively addresses the threefold tension in visual narrative generation through its synergistic modules, enabling zero-shot generation of coherent, identity-preserving image sequences from narrative prompts.

Abstract: Generating multi-frame, action-rich visual narratives without fine-tuning faces a threefold tension: action text faithfulness, subject identity fidelity, and cross-frame background continuity. We propose StoryTailor, a zero-shot pipeline that runs on a single RTX 4090 (24 GB) and produces temporally coherent, identity-preserving image sequences from a long narrative prompt, per-subject references, and grounding boxes. Three synergistic modules drive the system: Gaussian-Centered Attention (GCA) to dynamically focus on each subject core and ease grounding-box overlaps; Action-Boost Singular Value Reweighting (AB-SVR) to amplify action-related directions in the text embedding space; and Selective Forgetting Cache (SFC) that retains transferable background cues, forgets nonessential history, and selectively surfaces retained cues to build cross-scene semantic ties. Compared with baseline methods, experiments show that CLIP-T improves by up to 10-15%, with DreamSim lower than strong baselines, while CLIP-I stays in a visually acceptable, competitive range. With matched resolution and steps on a 24 GB GPU, inference is faster than FluxKontext. Qualitatively, StoryTailor delivers expressive interactions and evolving yet stable scenes.

Method: Reconstructs scenes as editable Gaussian Splats and Meshes, enables fine-grained 3D manipulation and language-driven vehicle insertion, uses noise-aware video diffusion process for spatial and temporal consistency, and introduces HorizonSuite benchmark for evaluation.

Result: Achieves 83.4% user-preference gain and 25.19% FID improvement over second best state-of-the-art method, with Gaussian-Mesh representation delivering substantially higher fidelity than alternative 3D representations.

Conclusion: HorizonForge establishes a simple yet powerful paradigm for photorealistic, controllable driving simulation by combining 3D representation with video diffusion priors for coherent synthesis.

Abstract: Controllable driving scene generation is critical for realistic and scalable autonomous driving simulation, yet existing approaches struggle to jointly achieve photorealism and precise control. We introduce HorizonForge, a unified framework that reconstructs scenes as editable Gaussian Splats and Meshes, enabling fine-grained 3D manipulation and language-driven vehicle insertion. Edits are rendered through a noise-aware video diffusion process that enforces spatial and temporal consistency, producing diverse scene variations in a single feed-forward pass without per-trajectory optimization. To standardize evaluation, we further propose HorizonSuite, a comprehensive benchmark spanning ego- and agent-level editing tasks such as trajectory modifications and object manipulation. Extensive experiments show that Gaussian-Mesh representation delivers substantially higher fidelity than alternative 3D representations, and that temporal priors from video diffusion are essential for coherent synthesis. Combining these findings, HorizonForge establishes a simple yet powerful paradigm for photorealistic, controllable driving simulation, achieving an 83.4% user-preference gain and a 25.19% FID improvement over the second best state-of-the-art method. Project page: https://horizonforge.github.io/ .

Method: Unable to determine method due to access limitations

Result: Unable to determine results due to access limitations

Conclusion: Unable to determine conclusion due to access limitations

Abstract: Failed to fetch summary for 2602.21341: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21341&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21707: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21707&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21365: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21365&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

Result: Cannot determine results as paper content could not be retrieved

Conclusion: Cannot determine conclusion as paper content could not be retrieved

Abstract: Failed to fetch summary for 2602.21395: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21395&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.22140: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22140&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to draw conclusions due to fetch failure

Abstract: Failed to fetch summary for 2602.21397: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21397&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as abstract is unavailable due to rate limiting error

Result: Cannot determine results as abstract is unavailable due to rate limiting error

Conclusion: Cannot draw conclusions as abstract is unavailable due to rate limiting error

Abstract: Failed to fetch summary for 2602.21402: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21402&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access restrictions

Result: Unable to determine results due to access restrictions

Conclusion: Unable to determine conclusion due to access restrictions

Abstract: Failed to fetch summary for 2505.10855: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2505.10855&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot determine conclusion as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.21406: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21406&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21416: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21416&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2602.21421: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21421&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21319: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21319&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed API request

Result: Unable to determine results due to failed API request

Conclusion: Unable to draw conclusions due to failed API request

Abstract: Failed to fetch summary for 2602.21425: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21425&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.10359: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.10359&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

Result: Cannot determine results as paper content could not be retrieved

Conclusion: Cannot draw conclusions as paper content could not be retrieved

Abstract: Failed to fetch summary for 2602.21428: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21428&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2507.06593: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2507.06593&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21435: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21435&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2507.08422: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2507.08422&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21452: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21452&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

Result: Cannot determine results as paper content could not be retrieved

Conclusion: Cannot draw conclusions about paper content due to retrieval failure

Abstract: Failed to fetch summary for 2602.21473: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21473&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to missing paper content

Result: Unable to determine results due to missing paper content

Conclusion: Unable to draw conclusions due to missing paper content

Abstract: Failed to fetch summary for 2602.21484: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21484&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about paper content due to access limitations

Abstract: Failed to fetch summary for 2602.21497: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21497&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot determine conclusion as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.21499: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21499&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21503: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21503&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21517: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21517&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to API rate limiting preventing access to paper content

Result: Cannot determine results due to API rate limiting preventing access to paper content

Conclusion: Cannot draw conclusions due to API rate limiting preventing access to paper content

Abstract: Failed to fetch summary for 2602.21361: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21361&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2602.21535: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21535&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot analyze method due to HTTP 429 error preventing access to paper content

Result: Cannot report results due to HTTP 429 error preventing access to paper content

Conclusion: Cannot draw conclusions due to HTTP 429 error preventing access to paper content

Abstract: Failed to fetch summary for 2602.21399: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21399&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21536: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21536&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to draw conclusions due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21539: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21539&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about the paper due to access limitations

Abstract: Failed to fetch summary for 2602.21552: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21552&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot analyze method as paper content is unavailable due to API rate limiting

Result: No results available - paper summary fetch failed with HTTP 429 error

Conclusion: Cannot draw conclusions about paper content due to technical access issues

Abstract: Failed to fetch summary for 2602.21581: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21581&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper retrieval

Result: Cannot determine results due to failed paper retrieval

Conclusion: Cannot determine conclusion due to failed paper retrieval

Abstract: Failed to fetch summary for 2602.21441: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21441&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot draw conclusions as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.21589: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21589&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to HTTP 429 error preventing access to paper content

Result: Unable to determine results due to HTTP 429 error preventing access to paper content

Conclusion: Unable to determine conclusion due to HTTP 429 error preventing access to paper content

Abstract: Failed to fetch summary for 2602.21591: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21591&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper abstract.

Result: Cannot determine results without access to the paper abstract.

Conclusion: Cannot draw conclusions without access to the paper abstract.

Abstract: Failed to fetch summary for 2602.21596: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21596&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot determine conclusion as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.21613: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21613&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21627: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21627&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to draw conclusions due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21631: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21631&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21531: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21531&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about unavailable paper

Abstract: Failed to fetch summary for 2602.21636: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21636&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21637: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21637&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to HTTP 429 error preventing access to paper abstract

Result: Unable to determine results due to HTTP 429 error preventing access to paper abstract

Conclusion: Unable to determine conclusion due to HTTP 429 error preventing access to paper abstract

Abstract: Failed to fetch summary for 2602.21508: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21508&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2602.21645: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21645&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as abstract is not available

Result: Cannot determine results as abstract is not available

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21655: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21655&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to missing paper content

Result: Cannot determine results due to missing paper content

Conclusion: Cannot determine conclusion due to missing paper content

Abstract: Failed to fetch summary for 2602.21657: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21657&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21662: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21662&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content.

Result: Cannot determine results without access to the paper content.

Conclusion: Cannot determine conclusion without access to the paper content.

Abstract: Failed to fetch summary for 2602.21633: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21633&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot analyze method as paper content is unavailable due to technical limitations

Result: No results available - paper retrieval failed due to HTTP 429 (Too Many Requests) error

Conclusion: Cannot draw conclusions about paper content due to technical access issues with arXiv API

Abstract: Failed to fetch summary for 2602.21667: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21667&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to inability to fetch paper content. The paper ID format suggests it might be from a future date (February 2026).

Result: Cannot determine results due to inability to fetch paper content. The error suggests either rate limiting or potentially incorrect paper ID.

Conclusion: Cannot draw conclusions about paper content. The failure to fetch suggests either technical issues with arXiv API or potentially non-existent paper ID.

Abstract: Failed to fetch summary for 2602.21668: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21668&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper retrieval

Result: Cannot determine results due to failed paper retrieval

Conclusion: Cannot draw conclusion due to failed paper retrieval

Abstract: Failed to fetch summary for 2602.21704: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21704&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21698: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21698&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method as the paper content could not be retrieved

Result: Unable to determine results as the paper content could not be retrieved

Conclusion: Unable to determine conclusion as the paper content could not be retrieved

Abstract: Failed to fetch summary for 2602.21706: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21706&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21593: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21593&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21699: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21699&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21703: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21703&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper retrieval

Result: Cannot determine results due to failed paper retrieval

Conclusion: Cannot determine conclusion due to failed paper retrieval

Abstract: Failed to fetch summary for 2602.21709: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21709&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about paper content due to access limitations

Abstract: Failed to fetch summary for 2602.21712: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21712&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

Result: Cannot determine results as paper content could not be retrieved

Conclusion: Cannot draw conclusions as paper content could not be retrieved

Abstract: Failed to fetch summary for 2602.21779: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21779&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21716: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21716&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21735: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21735&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

Result: Cannot determine results as paper content could not be retrieved

Conclusion: Cannot draw conclusions as paper content could not be retrieved

Abstract: Failed to fetch summary for 2602.21740: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21740&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content. HTTP 429 error indicates rate limiting from arXiv API.

Result: Cannot determine results without access to the paper content. The paper may be related to multimodal AI given the reader’s interests.

Conclusion: Cannot draw conclusions without access to the paper content. The arXiv API rate limiting prevents analysis.

Abstract: Failed to fetch summary for 2602.21819: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21819&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about paper content due to access limitations

Abstract: Failed to fetch summary for 2602.21743: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21743&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content. The technical approach remains unknown due to the API rate limiting error.

Result: Cannot determine results without access to paper content. No experimental findings or evaluations can be assessed due to the retrieval failure.

Conclusion: Cannot draw conclusions about the paper’s contributions without access to its content. The analysis is limited by the inability to fetch the paper summary from arXiv.

Abstract: Failed to fetch summary for 2602.21829: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21829&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to technical error fetching paper content

Result: Unable to determine results due to technical error fetching paper content

Conclusion: Unable to determine conclusion due to technical error fetching paper content

Abstract: Failed to fetch summary for 2602.21754: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21754&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21773: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21773&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21760: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21760&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21762: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21762&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21855: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21855&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Reformulates physics-aware editing as predictive physical state transitions. Introduces PhysicTran38K dataset (38K video trajectories across 5 physical domains) and PhysicEdit framework with textual-visual dual-thinking: frozen Qwen2.5-VL for physically grounded reasoning + learnable transition queries providing timestep-adaptive visual guidance to diffusion backbone.

Result: PhysicEdit improves over Qwen-Image-Edit by 5.9% in physical realism and 10.1% in knowledge-grounded editing, setting new SOTA for open-source methods while remaining competitive with proprietary models.

Conclusion: Treating editing as predictive physical state transitions with explicit modeling of transition dynamics enables more physically plausible image editing, especially for complex causal physical phenomena.

Abstract: Instruction-based image editing has achieved remarkable success in semantic alignment, yet state-of-the-art models frequently fail to render physically plausible results when editing involves complex causal dynamics, such as refraction or material deformation. We attribute this limitation to the dominant paradigm that treats editing as a discrete mapping between image pairs, which provides only boundary conditions and leaves transition dynamics underspecified. To address this, we reformulate physics-aware editing as predictive physical state transitions and introduce PhysicTran38K, a large-scale video-based dataset comprising 38K transition trajectories across five physical domains, constructed via a two-stage filtering and constraint-aware annotation pipeline. Building on this supervision, we propose PhysicEdit, an end-to-end framework equipped with a textual-visual dual-thinking mechanism. It combines a frozen Qwen2.5-VL for physically grounded reasoning with learnable transition queries that provide timestep-adaptive visual guidance to a diffusion backbone. Experiments show that PhysicEdit improves over Qwen-Image-Edit by 5.9% in physical realism and 10.1% in knowledge-grounded editing, setting a new state-of-the-art for open-source methods, while remaining competitive with leading proprietary models.

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21780: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21780&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper fetch

Result: Cannot determine results due to failed paper fetch

Conclusion: Cannot draw conclusions due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21935: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21935&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21919: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21919&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper abstract

Result: Cannot determine results without access to the paper abstract

Conclusion: Cannot determine conclusion without access to the paper abstract

Abstract: Failed to fetch summary for 2602.21810: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21810&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Uses dual-stream Multimodal Diffusion Transformer (MMDiT) architecture with separate branches for video and temporally aligned audio generation, sharing a multimodal LLM text encoder. Employs channel concatenation for unified inpainting/editing tasks, and an efficiency strategy combining low-res full sequences with high-res keyframes plus super-resolution/interpolation.

Result: Achieves high-fidelity, multi-shot, cinema-level video generation with synchronized audio at 1080p resolution, 32 FPS, and 15-second duration while maintaining computational efficiency.

Conclusion: SkyReels V4 represents the first video foundation model that simultaneously supports multimodal input, joint video-audio generation, and unified generation/inpainting/editing at cinematic resolutions and durations.

Abstract: SkyReels V4 is a unified multi modal video foundation model for joint video audio generation, inpainting, and editing. The model adopts a dual stream Multimodal Diffusion Transformer (MMDiT) architecture, where one branch synthesizes video and the other generates temporally aligned audio, while sharing a powerful text encoder based on the Multimodal Large Language Models (MMLM). SkyReels V4 accepts rich multi modal instructions, including text, images, video clips, masks, and audio references. By combining the MMLMs multi modal instruction following capability with in context learning in the video branch MMDiT, the model can inject fine grained visual guidance under complex conditioning, while the audio branch MMDiT simultaneously leverages audio references to guide sound generation. On the video side, we adopt a channel concatenation formulation that unifies a wide range of inpainting style tasks, such as image to video, video extension, and video editing under a single interface, and naturally extends to vision referenced inpainting and editing via multi modal prompts. SkyReels V4 supports up to 1080p resolution, 32 FPS, and 15 second duration, enabling high fidelity, multi shot, cinema level video generation with synchronized audio. To make such high resolution, long-duration generation computationally feasible, we introduce an efficiency strategy: Joint generation of low resolution full sequences and high-resolution keyframes, followed by dedicated super-resolution and frame interpolation models. To our knowledge, SkyReels V4 is the first video foundation model that simultaneously supports multi-modal input, joint video audio generation, and a unified treatment of generation, inpainting, and editing, while maintaining strong efficiency and quality at cinematic resolutions and durations.

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot determine conclusion as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.21987: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21987&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21820: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21820&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Developed UniVBench with 200 high-quality, diverse multi-shot videos created by humans, each with detailed captions, multi-format editing instructions, and reference images. Created UniV-Eval, a unified agentic evaluation system that standardizes prompting, instruction parsing, and scoring across all tasks for fair comparisons.

Result: Provides the first framework for measuring integrated capabilities of video foundation models, with extensive human annotations ensuring evaluation aligns with human judgment. The benchmark enables rigorous assessment of video understanding, generation, editing, and reconstruction tasks.

Conclusion: UniVBench addresses the fragmentation in video model evaluation by providing a comprehensive benchmark that captures the unified capabilities video foundation models aim to achieve, accelerating progress toward robust video intelligence through standardized, human-aligned assessment.

Abstract: Video foundation models aim to integrate video understanding, generation, editing, and instruction following within a single framework, making them a central direction for next-generation multimodal systems. However, existing evaluation benchmarks remain fragmented and limited in scope, as they each target a single task, rely on task-specific metrics, and typically use short or simple video clips. As a result, they do not capture the unified capabilities that these models are designed to deliver. To address this gap, we introduce UniVBench, a benchmark purpose-built for evaluating video foundation models across four core abilities: video understanding, video generation, video editing, and a newly proposed task, video reconstruction, which assesses how faithfully a model can reproduce video content it has encountered. Our benchmark substantially expands the complexity of evaluation by incorporating 200 high-quality, diverse and multi-shot videos, each paired with detailed captions, multi-format editing instructions, and reference images. All videos are human-created and carefully validated, offering richer cinematic information than prior benchmarks. In addition, we develop a unified agentic evaluation system (UniV-Eval) that standardizes prompting, instruction parsing, and scoring across all tasks, enabling fair, scalable, and reproducible comparisons of unified video models. By grounding evaluation in instruction-based multi-shot video tasks, UniVBench provides the first framework for measuring the integrated capabilities that video foundation models aim to achieve. Extensive human annotations ensure our evaluation aligns with human judgment, enabling rigorous assessment and accelerating progress toward robust video intelligence.

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.22026: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22026&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed API request

Result: Unable to determine results due to failed API request

Conclusion: Unable to draw conclusions due to failed API request

Abstract: Failed to fetch summary for 2602.21849: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21849&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot determine conclusion as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.21873: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21873&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to inability to access paper content

Result: Cannot determine results due to inability to access paper content

Conclusion: Cannot draw conclusions due to inability to access paper content

Abstract: Failed to fetch summary for 2602.22059: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22059&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to unavailability of paper content

Result: Cannot determine results due to unavailability of paper content

Conclusion: Cannot determine conclusion due to unavailability of paper content

Abstract: Failed to fetch summary for 2602.21877: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21877&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21893: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21893&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21904: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21904&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without paper content

Result: Cannot determine results without paper content

Conclusion: Cannot draw conclusions without paper content

Abstract: Failed to fetch summary for 2602.21905: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21905&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to unavailable paper content

Result: Cannot determine results due to unavailable paper content

Conclusion: Cannot determine conclusion due to unavailable paper content

Abstract: Failed to fetch summary for 2602.21915: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21915&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access limitations

Result: Unable to determine results due to access limitations

Conclusion: Unable to determine conclusion due to access limitations

Abstract: Failed to fetch summary for 2602.21917: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21917&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21929: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21929&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed API request

Result: Unable to determine results due to failed API request

Conclusion: Unable to analyze paper content due to technical limitations

Abstract: Failed to fetch summary for 2602.22197: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22197&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access limitations

Result: Unable to determine results due to access limitations

Conclusion: Unable to determine conclusion due to access limitations

Abstract: Failed to fetch summary for 2602.21942: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21942&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21943: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21943&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to determine conclusion due to access error

Abstract: Failed to fetch summary for 2602.21944: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21944&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21952: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21952&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21956: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21956&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed API request

Result: Unable to determine results due to failed API request

Conclusion: Unable to determine conclusion due to failed API request

Abstract: Failed to fetch summary for 2602.21963: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21963&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to draw conclusions due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21977: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21977&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21992: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21992&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content

Result: Cannot determine results without access to the paper content

Conclusion: Cannot determine conclusion without access to the paper content

Abstract: Failed to fetch summary for 2507.14899: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2507.14899&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2602.22013: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22013&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.22025: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22025&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to draw conclusions due to failed paper fetch

Abstract: Failed to fetch summary for 2602.22033: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22033&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: N/A - Paper content not accessible

Result: N/A - No results available for analysis

Conclusion: Cannot provide analysis due to arXiv API rate limiting preventing access to paper content

Abstract: Failed to fetch summary for 2602.22049: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22049&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to technical error in fetching paper content

Result: Unable to determine results due to technical error in fetching paper content

Conclusion: Unable to draw conclusions due to technical error in fetching paper content

Abstract: Failed to fetch summary for 2602.22052: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22052&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot determine conclusion as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.22073: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22073&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about paper content due to access limitations

Abstract: Failed to fetch summary for 2602.22091: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22091&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.22092: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22092&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed API request

Result: Unable to determine results due to failed API request

Conclusion: Unable to determine conclusion due to failed API request

Abstract: Failed to fetch summary for 2602.22096: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22096&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method as paper content could not be retrieved

Result: Unable to determine results as paper content could not be retrieved

Conclusion: Unable to draw conclusions as paper content could not be retrieved

Abstract: Failed to fetch summary for 2602.22098: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22098&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed API request

Result: Unable to determine results due to failed API request

Conclusion: Unable to determine conclusion due to failed API request

Abstract: Failed to fetch summary for 2602.22120: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22120&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to retrieval failure

Result: Unable to determine results due to retrieval failure

Conclusion: Unable to determine conclusion due to retrieval failure

Abstract: Failed to fetch summary for 2602.22142: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22142&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.22143: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22143&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method as paper content could not be retrieved

Result: Unable to determine results as paper content could not be retrieved

Conclusion: Unable to determine conclusion as paper content could not be retrieved

Abstract: Failed to fetch summary for 2602.22150: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22150&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2310.17167: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2310.17167&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content.

Result: Cannot determine results without access to the paper content.

Conclusion: Cannot draw conclusions without access to the paper content.

Abstract: Failed to fetch summary for 2602.22159: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22159&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to technical error in fetching paper content

Result: Unable to determine results due to technical error in fetching paper content

Conclusion: Unable to draw conclusions due to technical error in fetching paper content

Abstract: Failed to fetch summary for 2602.22176: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22176&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2406.17115: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2406.17115&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method as the paper content could not be retrieved due to API rate limiting.

Result: Unable to determine results as the paper content could not be retrieved due to API rate limiting.

Conclusion: Unable to draw conclusions as the paper content could not be retrieved due to API rate limiting.

Abstract: Failed to fetch summary for 2602.22208: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22208&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.22209: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22209&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Proposes a preconditioned latent-grid encoding that distributes spatial features based on keyframe surface position and normal direction. Encodes deformations across all time steps into multi-resolution latent grids, augmented for time modulation, then decoded into per-frame 6-DoF deformations via lightweight MLP. Uses Sobolev preconditioning during gradient-based training.

Result: Outperforms state-of-the-art approaches on diverse human and animal datasets, offering superior accuracy and scalability to long sequences. Runs at least 60x faster than training-free methods and achieves inference speeds comparable to heavy pretrained models.

Conclusion: Neu-PiG provides an efficient, generalizable solution for dynamic 3D surface reconstruction that avoids drift, requires no explicit correspondences or priors, and achieves high-fidelity results with fast training and inference.

Abstract: Temporally consistent surface reconstruction of dynamic 3D objects from unstructured point cloud data remains challenging, especially for very long sequences. Existing methods either optimize deformations incrementally, risking drift and requiring long runtimes, or rely on complex learned models that demand category-specific training. We present Neu-PiG, a fast deformation optimization method based on a novel preconditioned latent-grid encoding that distributes spatial features parameterized on the position and normal direction of a keyframe surface. Our method encodes entire deformations across all time steps at various spatial scales into a multi-resolution latent grid, parameterized by the position and normal direction of a reference surface from a single keyframe. This latent representation is then augmented for time modulation and decoded into per-frame 6-DoF deformations via a lightweight multilayer perceptron (MLP). To achieve high-fidelity, drift-free surface reconstructions in seconds, we employ Sobolev preconditioning during gradient-based training of the latent space, completely avoiding the need for any explicit correspondences or further priors. Experiments across diverse human and animal datasets demonstrate that Neu-PiG outperforms state-the-art approaches, offering both superior accuracy and scalability to long sequences while running at least 60x faster than existing training-free methods and achieving inference speeds on the same order as heavy pretrained models.

Method: Cannot determine method as paper content is unavailable due to rate limiting error.

Result: Cannot determine results as paper content is unavailable due to rate limiting error.

Conclusion: Cannot draw conclusions as paper content is unavailable due to rate limiting error.

Abstract: Failed to fetch summary for 2602.21599: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21599&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to determine conclusion due to access error

Abstract: Failed to fetch summary for 2602.21967: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21967&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.22010: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22010&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2405.19684: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2405.19684&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to missing paper content

Result: Unable to determine results due to missing paper content

Conclusion: Unable to determine conclusion due to missing paper content

Abstract: Failed to fetch summary for 2409.20469: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2409.20469&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

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Abstract: Failed to fetch summary for 2506.01085: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2506.01085&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2411.17237: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2411.17237&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper abstract

Result: Cannot determine results without access to the paper abstract

Conclusion: Cannot determine conclusion without access to the paper abstract

Abstract: Failed to fetch summary for 2503.05236: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2503.05236&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method as paper content could not be retrieved

Result: Unable to determine results as paper content could not be retrieved

Conclusion: Unable to determine conclusion as paper content could not be retrieved

Abstract: Failed to fetch summary for 2503.07982: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2503.07982&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2504.14249: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2504.14249&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper fetch

Result: Cannot determine results due to failed paper fetch

Conclusion: Cannot determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2501.16443: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2501.16443&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to retrieval failure

Result: Unable to determine results due to retrieval failure

Conclusion: Unable to determine conclusion due to retrieval failure

Abstract: Failed to fetch summary for 2504.14868: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2504.14868&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2505.08246: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2505.08246&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to determine conclusion due to access error

Abstract: Failed to fetch summary for 2505.19610: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2505.19610&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content.

Result: Cannot determine results without access to the paper content.

Conclusion: Cannot draw conclusions without access to the paper content.

Abstract: Failed to fetch summary for 2508.01617: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2508.01617&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to determine conclusion due to access error

Abstract: Failed to fetch summary for 2508.16069: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2508.16069&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to draw conclusions due to failed paper fetch

Abstract: Failed to fetch summary for 2509.01552: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2509.01552&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access limitations

Result: Unable to determine results due to access limitations

Conclusion: Unable to determine conclusion due to access limitations

Abstract: Failed to fetch summary for 2509.07477: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2509.07477&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2509.24072: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2509.24072&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2509.22548: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2509.22548&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2510.09256: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.09256&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2510.13759: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.13759&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to retrieval failure

Result: Unable to determine results due to retrieval failure

Conclusion: Unable to draw conclusions due to retrieval failure

Abstract: Failed to fetch summary for 2511.00062: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2511.00062&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without paper content

Result: Cannot determine results without paper content

Conclusion: Cannot determine conclusion without paper content

Abstract: Failed to fetch summary for 2511.06830: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2511.06830&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2511.08480: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2511.08480&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2511.11910: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2511.11910&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content.

Result: Cannot determine results without access to the paper content.

Conclusion: Cannot draw conclusions without access to the paper content.

Abstract: Failed to fetch summary for 2511.13065: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2511.13065&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2511.21087: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2511.21087&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2512.08639: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2512.08639&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2512.09069: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2512.09069&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot draw conclusions as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2601.18970: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.18970&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2601.20218: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.20218&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content.

Result: Cannot determine results without access to the paper content.

Conclusion: Cannot determine conclusion without access to the paper content.

Abstract: Failed to fetch summary for 2601.21405: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.21405&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

Result: Cannot determine results as paper content could not be retrieved

Conclusion: Cannot draw conclusions as paper content could not be retrieved

Abstract: Failed to fetch summary for 2602.00288: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.00288&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2510.10625: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.10625&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without paper content

Result: Cannot determine results without paper content

Conclusion: Cannot draw conclusions without paper content

Abstract: Failed to fetch summary for 2602.00462: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.00462&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

Result: Cannot determine results as paper content could not be retrieved

Conclusion: Cannot draw conclusions as paper content could not be retrieved

Abstract: Failed to fetch summary for 2602.01984: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.01984&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed API request

Result: Unable to determine results due to failed API request

Conclusion: Unable to determine conclusion due to failed API request

Abstract: Failed to fetch summary for 2511.15487: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2511.15487&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.03594: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.03594&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content.

Result: Cannot determine results without access to paper content.

Conclusion: Cannot draw conclusions without access to paper content.

Abstract: Failed to fetch summary for 2602.09929: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.09929&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content.

Result: Cannot determine results without access to paper content.

Conclusion: Cannot draw conclusions without access to paper content.

Abstract: Failed to fetch summary for 2602.03811: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.03811&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot draw conclusions as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.04819: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.04819&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.16898: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.16898&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about paper content due to access limitations

Abstract: Failed to fetch summary for 2602.06034: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.06034&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to lack of access to paper content.

Result: Cannot determine results due to lack of access to paper content.

Conclusion: Cannot draw conclusions due to lack of access to paper content.

Abstract: Failed to fetch summary for 2602.17484: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.17484&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to API rate limiting preventing access to paper content

Result: Unable to determine results due to API rate limiting preventing access to paper findings

Conclusion: Unable to draw conclusions about the paper due to technical limitations in accessing the content

Abstract: Failed to fetch summary for 2601.02439: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.02439&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.18022: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.18022&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method as paper content could not be retrieved

Result: Unable to determine results as paper content could not be retrieved

Conclusion: Unable to draw conclusions as paper content could not be retrieved

Abstract: Failed to fetch summary for 2602.19206: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.19206&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.19430: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.19430&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as abstract retrieval failed

Result: Cannot determine results as abstract retrieval failed

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.20205: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20205&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper fetch

Result: Cannot determine results due to failed paper fetch

Conclusion: Cannot determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2602.18858: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.18858&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed summary fetch

Result: Unable to determine results due to failed summary fetch

Conclusion: Unable to determine conclusion due to failed summary fetch

Abstract: Failed to fetch summary for 2602.20630: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20630&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.20685: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20685&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.16057: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.16057&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot draw conclusions as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.20880: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20880&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

Result: Cannot determine results as paper content could not be retrieved

Conclusion: Cannot draw conclusions as paper content could not be retrieved

Abstract: Failed to fetch summary for 2602.20903: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20903&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2602.20981: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20981&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to draw conclusions due to failed paper fetch

Abstract: Failed to fetch summary for 2503.02310: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2503.02310&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to draw conclusions due to fetch failure

Abstract: Failed to fetch summary for 2507.21540: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2507.21540&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2508.15427: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2508.15427&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to inability to access paper content

Result: Cannot determine results due to inability to access paper content

Conclusion: Cannot determine conclusion due to inability to access paper content

Abstract: Failed to fetch summary for 2602.03447: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.03447&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Survey-style overview presenting core definitions, representative constructions, and key development directions of soft sets and their major extensions including hypersoft sets, superhypersoft sets, TreeSoft sets, bipolar soft sets, and dynamic soft sets.

Result: Comprehensive overview of soft set theory’s evolution, its connections to topology and matroid theory, and the development of various extensions for handling uncertainty in decision modeling.

Conclusion: Soft set theory has grown into a rich mathematical framework with numerous extensions for parameterized decision making under uncertainty, with ongoing development in various mathematical directions.

Abstract: Soft set theory provides a direct framework for parameterized decision modeling by assigning to each attribute (parameter) a subset of a given universe, thereby representing uncertainty in a structured way [1, 2]. Over the past decades, the theory has expanded into numerous variants-including hypersoft sets, superhypersoft sets, TreeSoft sets, bipolar soft sets, and dynamic soft sets-and has been connected to diverse areas such as topology and matroid theory. In this book, we present a survey-style overview of soft sets and their major extensions, highlighting core definitions, representative constructions, and key directions of current development.

Method: Hierarchical multi-agent framework with centralized Supervisor-Worker topology, strict data-type-aware routing, sandboxed deterministic code execution, and self-correction via execution feedback that enables agents to diagnose and resolve runtime errors.

Result: Demonstrated through use-case scenarios in physical oceanography and ecology, showing the system’s capacity to execute complex, multi-step workflows with minimal human intervention.

Conclusion: Provides a methodology for querying and analyzing heterogeneous repository data through coordinated agent workflows, addressing data underutilization in Earth science repositories.

Abstract: The rapid accumulation of Earth science data has created a significant scalability challenge; while repositories like PANGAEA host vast collections of datasets, citation metrics indicate that a substantial portion remains underutilized, limiting data reusability. Here we present PANGAEA-GPT, a hierarchical multi-agent framework designed for autonomous data discovery and analysis. Unlike standard Large Language Model (LLM) wrappers, our architecture implements a centralized Supervisor-Worker topology with strict data-type-aware routing, sandboxed deterministic code execution, and self-correction via execution feedback, enabling agents to diagnose and resolve runtime errors. Through use-case scenarios spanning physical oceanography and ecology, we demonstrate the system’s capacity to execute complex, multi-step workflows with minimal human intervention. This framework provides a methodology for querying and analyzing heterogeneous repository data through coordinated agent workflows.

Method: Introduces SemSIEdit, an inference-time framework where an agentic “Editor” iteratively critiques and rewrites sensitive spans in LLM outputs to preserve narrative flow rather than simply refusing to answer. The approach operates at inference time to address complex semantic sensitivity.

Result: Achieves a 34.6% reduction in leakage across all three SemSI categories with only 9.8% utility loss, revealing a Privacy-Utility Pareto Frontier. Uncovers Scale-Dependent Safety Divergence: large reasoning models achieve safety through constructive expansion (adding nuance), while capacity-constrained models revert to destructive truncation (deleting text). Identifies a Reasoning Paradox: inference-time reasoning increases baseline risk but also empowers safe rewrites.

Conclusion: SemSIEdit provides an effective framework for addressing semantic sensitive information in LLMs, demonstrating that agentic rewriting can significantly reduce privacy risks while maintaining utility. The findings reveal important scale-dependent behaviors and the complex relationship between reasoning capabilities and safety mechanisms.

Abstract: While defenses for structured PII are mature, Large Language Models (LLMs) pose a new threat: Semantic Sensitive Information (SemSI), where models infer sensitive identity attributes, generate reputation-harmful content, or hallucinate potentially wrong information. The capacity of LLMs to self-regulate these complex, context-dependent sensitive information leaks without destroying utility remains an open scientific question. To address this, we introduce SemSIEdit, an inference-time framework where an agentic “Editor” iteratively critiques and rewrites sensitive spans to preserve narrative flow rather than simply refusing to answer. Our analysis reveals a Privacy-Utility Pareto Frontier, where this agentic rewriting reduces leakage by 34.6% across all three SemSI categories while incurring a marginal utility loss of 9.8%. We also uncover a Scale-Dependent Safety Divergence: large reasoning models (e.g., GPT-5) achieve safety through constructive expansion (adding nuance), whereas capacity-constrained models revert to destructive truncation (deleting text). Finally, we identify a Reasoning Paradox: while inference-time reasoning increases baseline risk by enabling the model to make deeper sensitive inferences, it simultaneously empowers the defense to execute safe rewrites.

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21232: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21232&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper abstract

Result: Cannot determine results without access to paper abstract

Conclusion: Cannot draw conclusions without access to paper abstract

Abstract: Failed to fetch summary for 2602.21251: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21251&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Proposes ARLArena: 1) constructs standardized testbed, 2) decomposes policy gradient into four core design dimensions, 3) analyzes performance/stability of each dimension, 4) distills unified perspective leading to SAMPO method for stable agentic policy optimization.

Result: SAMPO achieves consistently stable training and strong performance across diverse agentic tasks, providing practical guidance for stable LLM-based agent training pipelines.

Conclusion: Provides unifying policy gradient perspective for ARL and offers practical framework for building stable, reproducible LLM-based agent training systems.

Abstract: Agentic reinforcement learning (ARL) has rapidly gained attention as a promising paradigm for training agents to solve complex, multi-step interactive tasks. Despite encouraging early results, ARL remains highly unstable, often leading to training collapse. This instability limits scalability to larger environments and longer interaction horizons, and constrains systematic exploration of algorithmic design choices. In this paper, we first propose ARLArena, a stable training recipe and systematic analysis framework that examines training stability in a controlled and reproducible setting. ARLArena first constructs a clean and standardized testbed. Then, we decompose policy gradient into four core design dimensions and assess the performance and stability of each dimension. Through this fine-grained analysis, we distill a unified perspective on ARL and propose SAMPO, a stable agentic policy optimization method designed to mitigate the dominant sources of instability in ARL. Empirically, SAMPO achieves consistently stable training and strong performance across diverse agentic tasks. Overall, this study provides a unifying policy gradient perspective for ARL and offers practical guidance for building stable and reproducible LLM-based agent training pipelines.

Method: Cannot analyze method without access to paper content

Result: No results available due to technical access issues

Conclusion: Paper analysis not possible due to API rate limiting preventing content retrieval

Abstract: Failed to fetch summary for 2602.21233: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21233&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to inability to access paper content

Result: Cannot determine results due to inability to access paper content

Conclusion: Cannot determine conclusion due to inability to access paper content

Abstract: Failed to fetch summary for 2602.21556: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21556&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21269: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21269&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21515: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21515&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about paper content due to access limitations

Abstract: Failed to fetch summary for 2602.21745: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21745&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21746: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21746&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot draw conclusions as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.19674: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.19674&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21670: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21670&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot determine conclusion as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2510.09736: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.09736&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2401.12455: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2401.12455&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to draw conclusions due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21858: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21858&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed API request

Result: Unable to determine results due to failed API request

Conclusion: Unable to determine conclusion due to failed API request

Abstract: Failed to fetch summary for 2602.21889: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21889&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content

Result: Cannot determine results without access to the paper content

Conclusion: Cannot draw conclusions without access to the paper content

Abstract: Failed to fetch summary for 2602.22067: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22067&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.22070: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22070&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21327: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21327&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to inability to access paper content.

Result: Cannot determine results due to inability to access paper content.

Conclusion: Cannot draw conclusions about paper content due to access issues.

Abstract: Failed to fetch summary for 2602.22094: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22094&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21255: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21255&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot determine conclusion as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.21267: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21267&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to API access failure

Result: Unable to determine results due to API access failure

Conclusion: Unable to draw conclusions about paper content due to technical access issues

Abstract: Failed to fetch summary for 2602.21360: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21360&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot analyze method as paper content is unavailable due to HTTP 429 error

Result: No results available - paper summary fetch failed

Conclusion: Cannot provide analysis due to technical limitations in accessing the paper

Abstract: Failed to fetch summary for 2602.21372: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21372&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to technical error in fetching paper content

Result: Unable to determine results due to technical error in fetching paper content

Conclusion: Unable to draw conclusions due to technical error in fetching paper content

Abstract: Failed to fetch summary for 2602.21381: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21381&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as abstract is unavailable due to rate limiting

Result: Cannot determine results as abstract is unavailable due to rate limiting

Conclusion: Cannot determine conclusion as abstract is unavailable due to rate limiting

Abstract: Failed to fetch summary for 2602.21401: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21401&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper retrieval

Result: Unable to determine results due to failed paper retrieval

Conclusion: Unable to determine conclusion due to failed paper retrieval

Abstract: Failed to fetch summary for 2602.21420: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21420&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2602.21424: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21424&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method as abstract could not be retrieved

Result: Unable to determine results as abstract could not be retrieved

Conclusion: Unable to determine conclusion as abstract could not be retrieved

Abstract: Failed to fetch summary for 2602.21429: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21429&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to API rate limiting preventing access to paper content

Result: Unable to determine results due to API rate limiting preventing access to paper content

Conclusion: Unable to determine conclusion due to API rate limiting preventing access to paper content

Abstract: Failed to fetch summary for 2602.21442: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21442&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to API access failure

Result: Unable to determine results due to API access failure

Conclusion: Unable to determine conclusion due to API access failure

Abstract: Failed to fetch summary for 2602.21551: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21551&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to abstract fetch failure

Result: Unable to determine results due to abstract fetch failure

Conclusion: Unable to determine conclusion due to abstract fetch failure

Abstract: Failed to fetch summary for 2602.21553: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21553&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about paper content due to access limitations

Abstract: Failed to fetch summary for 2602.21584: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21584&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as abstract retrieval failed

Result: Cannot determine results as abstract retrieval failed

Conclusion: Cannot draw conclusions as abstract retrieval failed

Abstract: Failed to fetch summary for 2602.21598: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21598&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot draw conclusions as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.21650: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21650&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to determine conclusion due to access error

Abstract: Failed to fetch summary for 2602.21715: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21715&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21757: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21757&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method as the paper content could not be retrieved

Result: Unable to determine results as the paper content could not be retrieved

Conclusion: Unable to draw conclusions about the paper due to technical limitations in accessing the content

Abstract: Failed to fetch summary for 2602.21765: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21765&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content.

Result: Cannot determine results without access to paper content.

Conclusion: Cannot determine conclusion without access to paper content.

Abstract: Failed to fetch summary for 2602.21798: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21798&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2602.21841: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21841&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21845: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21845&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21939: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21939&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to missing paper content

Result: Cannot determine results due to missing paper content

Conclusion: Cannot determine conclusion due to missing paper content

Abstract: Failed to fetch summary for 2602.21997: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21997&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method as the paper content could not be retrieved

Result: Unable to determine results as the paper content could not be retrieved

Conclusion: Unable to draw conclusions as the paper content could not be retrieved

Abstract: Failed to fetch summary for 2602.22055: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22055&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.22066: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22066&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper retrieval

Result: Cannot determine results due to failed paper retrieval

Conclusion: Cannot determine conclusion due to failed paper retrieval

Abstract: Failed to fetch summary for 2602.22101: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22101&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content.

Result: Cannot determine results without access to the paper content.

Conclusion: Cannot draw conclusions without access to the paper content.

Abstract: Failed to fetch summary for 2602.22107: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22107&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting.

Result: Cannot determine results as paper content is unavailable due to API rate limiting.

Conclusion: Cannot draw conclusions as paper content is unavailable due to API rate limiting.

Abstract: Failed to fetch summary for 2602.22146: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22146&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.22149: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22149&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2602.22188: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22188&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to draw conclusions due to failed paper fetch

Abstract: Failed to fetch summary for 2407.20058: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2407.20058&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper retrieval

Result: Unable to determine results due to failed paper retrieval

Conclusion: Unable to determine conclusion due to failed paper retrieval

Abstract: Failed to fetch summary for 2408.05861: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2408.05861&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to determine conclusion due to access error

Abstract: Failed to fetch summary for 2503.14499: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2503.14499&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2506.10947: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2506.10947&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2506.13793: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2506.13793&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2508.07667: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2508.07667&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2509.01350: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2509.01350&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

Result: Cannot determine results as paper content could not be retrieved

Conclusion: Cannot draw conclusions as paper content could not be retrieved

Abstract: Failed to fetch summary for 2510.26784: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.26784&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to missing abstract content

Result: Cannot determine results due to missing abstract content

Conclusion: Cannot draw conclusions due to missing abstract content

Abstract: Failed to fetch summary for 2601.10402: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.10402&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about paper content due to access limitations

Abstract: Failed to fetch summary for 2602.12259: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.12259&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.13477: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.13477&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.13769: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.13769&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to abstract retrieval failure

Result: Unable to determine results due to abstract retrieval failure

Conclusion: Unable to determine conclusion due to abstract retrieval failure

Abstract: Failed to fetch summary for 2602.14697: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.14697&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot draw conclusions as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.14903: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.14903&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper retrieval

Result: Unable to determine results due to failed paper retrieval

Conclusion: Unable to draw conclusions due to failed paper retrieval

Abstract: Failed to fetch summary for 2602.19439: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.19439&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.20659: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20659&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without paper content

Result: Cannot determine results without paper content

Conclusion: Cannot determine conclusion without paper content

Abstract: Failed to fetch summary for 2406.11935: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2406.11935&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to missing paper content

Result: Unable to determine results due to missing paper content

Conclusion: Unable to draw conclusions due to missing paper content

Abstract: Failed to fetch summary for 2407.15738: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2407.15738&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2411.03941: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2411.03941&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to abstract fetching failure

Result: Unable to determine results due to abstract fetching failure

Conclusion: Unable to determine conclusion due to abstract fetching failure

Abstract: Failed to fetch summary for 2502.14183: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2502.14183&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

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Abstract: Failed to fetch summary for 2503.01927: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2503.01927&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2504.06533: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2504.06533&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to inability to access paper content

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Abstract: Failed to fetch summary for 2505.03801: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2505.03801&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

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Abstract: Failed to fetch summary for 2506.07477: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2506.07477&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to missing paper content

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Abstract: Failed to fetch summary for 2507.02376: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2507.02376&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper retrieval

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Abstract: Failed to fetch summary for 2507.14206: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2507.14206&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

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Abstract: Failed to fetch summary for 2507.17691: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2507.17691&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper retrieval

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Abstract: Failed to fetch summary for 2508.08337: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2508.08337&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2508.21112: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2508.21112&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

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Abstract: Failed to fetch summary for 2509.14537: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2509.14537&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2509.21500: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2509.21500&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to missing paper content

Result: Unable to determine results due to missing paper content

Conclusion: Unable to determine conclusion due to missing paper content

Abstract: Failed to fetch summary for 2509.23597: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2509.23597&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2510.00024: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.00024&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as abstract is unavailable

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Abstract: Failed to fetch summary for 2510.03255: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.03255&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable.

Result: Cannot determine results as paper content is unavailable.

Conclusion: Cannot draw conclusions without access to the paper content.

Abstract: Failed to fetch summary for 2510.13654: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.13654&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2510.16071: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.16071&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper fetch

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Abstract: Failed to fetch summary for 2510.18060: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.18060&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to data fetch failure

Result: Unable to determine results due to data fetch failure

Conclusion: Unable to draw conclusions due to data fetch failure

Abstract: Failed to fetch summary for 2510.18316: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.18316&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

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Abstract: Failed to fetch summary for 2511.00129: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2511.00129&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2511.12033: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2511.12033&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to draw conclusions due to failed paper fetch

Abstract: Failed to fetch summary for 2512.17989: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2512.17989&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2601.01016: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.01016&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to determine conclusion due to access error

Abstract: Failed to fetch summary for 2601.12415: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.12415&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access limitations

Result: Unable to determine results due to access limitations

Conclusion: Unable to draw conclusions due to access limitations

Abstract: Failed to fetch summary for 2601.17064: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.17064&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2602.00012: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.00012&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2602.02137: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.02137&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot determine conclusion as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.05066: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.05066&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to missing paper content

Result: Unable to determine results due to missing paper content

Conclusion: Unable to draw conclusion due to missing paper content

Abstract: Failed to fetch summary for 2602.13920: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.13920&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to HTTP 429 error preventing access to paper abstract

Result: Unable to determine results due to HTTP 429 error preventing access to paper abstract

Conclusion: Unable to determine conclusion due to HTTP 429 error preventing access to paper abstract

Abstract: Failed to fetch summary for 2602.17729: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.17729&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to inability to access paper content

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Abstract: Failed to fetch summary for 2602.18182: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.18182&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Conclusion: Cannot draw conclusions about the paper due to access limitations

Abstract: Failed to fetch summary for 2602.18292: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.18292&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2602.19983: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.19983&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to data retrieval failure

Result: Unable to determine results due to data retrieval failure

Conclusion: Unable to draw conclusions due to data retrieval failure

Abstract: Failed to fetch summary for 2602.20223: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20223&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2602.20292: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20292&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

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Abstract: Failed to fetch summary for 2602.20541: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20541&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to missing paper content

Result: Cannot determine results due to missing paper content

Conclusion: Cannot determine conclusion due to missing paper content

Abstract: Failed to fetch summary for 2602.20946: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20946&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content

Result: Cannot determine results without access to the paper content

Conclusion: Cannot determine conclusion without access to the paper content

Abstract: Failed to fetch summary for 2602.20971: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20971&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Proposes UniWhisper, an efficient continual multi-task training framework that casts heterogeneous audio tasks into a unified instruction and answer format, enabling standard next-token training without task-specific heads and losses. Trained on 38k hours of public audio data.

Result: UniWhisper achieves normalized weighted averages of 0.81 with MLP probes and 0.61 with kNN on 20 tasks spanning speech, environmental sound, and music, outperforming Whisper (0.64 and 0.46 respectively) while retaining strong speech performance.

Conclusion: UniWhisper demonstrates that instruction-based multi-task training can create a universal audio encoder that effectively handles diverse audio domains without sacrificing performance in any specific domain.

Abstract: A universal audio representation should capture fine-grained speech cues and high-level semantics for environmental sounds and music in a single encoder. Existing encoders often excel in one domain but degrade in others. We propose UniWhisper, an efficient continual multi-task training framework that casts heterogeneous audio tasks into a unified instruction and answer format. This enables standard next-token training without task-specific heads and losses. We train it on 38k hours of public audio and assess the encoder using shallow MLP probes and k-nearest neighbors (kNN) on 20 tasks spanning speech, environmental sound, and music. UniWhisper reaches normalized weighted averages of 0.81 with MLP probes and 0.61 with kNN, compared to 0.64 and 0.46 for Whisper, while retaining strong speech performance.

Method: Three-stage approach: 1) Use pre-trained models to generate 4D scene and monaural audio from monocular video; 2) Localize and track sound sources in 4D scene using pixel-level visual grounding to estimate 3D coordinates; 3) Synthesize spatial audio based on sound source locations using physics-based simulation, making audio viewpoint- and timestamp-dependent.

Result: Extensive experiments demonstrate realistic spatial audio generation consistent with synthesized 4D scenes in a training-free manner, significantly enhancing user immersive experience.

Conclusion: Sonic4D successfully addresses the limitation of existing 4D generation methods by providing spatial audio generation aligned with dynamic scenes, enabling more immersive audiovisual experiences.

Abstract: Recent advancements in 4D generation have demonstrated its remarkable capability in synthesizing photorealistic renderings of dynamic 3D scenes. However, despite achieving impressive visual performance, almost all existing methods overlook the generation of spatial audio aligned with the corresponding 4D scenes, posing a significant limitation to truly immersive audiovisual experiences. To mitigate this issue, we propose Sonic4D, a novel framework that enables spatial audio generation for immersive exploration of 4D scenes. Specifically, our method is composed of three stages: 1) To capture both the dynamic visual content and raw auditory information from a monocular video, we first employ pre-trained expert models to generate the 4D scene and its corresponding monaural audio. 2) Subsequently, to transform the monaural audio into spatial audio, we localize and track the sound sources within the 4D scene, where their 3D spatial coordinates at different timestamps are estimated via a pixel-level visual grounding strategy. 3) Based on the estimated sound source locations, we further synthesize plausible spatial audio that varies across different viewpoints and timestamps using physics-based simulation. Extensive experiments have demonstrated that our proposed method generates realistic spatial audio consistent with the synthesized 4D scene in a training-free manner, significantly enhancing the immersive experience for users. Generated audio and video examples are available at https://x-drunker.github.io/Sonic4D-project-page.

Method: Introduces emotional Chain-of-Thought (E-CoT) that enforces reasoning from fine-grained multimodal perception to textual response. Explicitly treats E-CoT as high-level emotional instructions to guide the talker. Also constructs EmoOmniPipe for data collection and establishes EmoOmniEval benchmark.

Result: EmoOmni-7B achieves comparable performance with Qwen3Omni-30B-A3B-Thinking under the same talker, demonstrating effectiveness with smaller model size.

Conclusion: EmoOmni provides a unified framework for accurate understanding and expression in multimodal emotional dialogue, addressing limitations of existing Omni-LLMs through explicit emotional reasoning.

Abstract: The evolution of Omni-Modal Large Language Models~(Omni-LLMs) has revolutionized human–computer interaction, enabling unified audio-visual perception and speech response. However, existing Omni-LLMs struggle with complex real-world scenarios, often leading to superficial understanding and contextually mismatched emotional responses. This issue is further intensified by Omni-LLM’s Thinker-Talker architectures, which are implicitly connected through hidden states, leading to the loss of emotional details. In this work, we present EmoOmni, a unified framework for accurate understanding and expression in multimodal emotional dialogue. At its core, we introduce the emotional Chain-of-Thought~(E-CoT), which enforces a reasoning from fine-grained multimodal perception to textual response. Moreover, we explicitly treat E-CoT as high-level emotional instructions that guide the talker, enabling accurate emotional expression. Complementing the model, we construct EmoOmniPipe to obtain the real-world annotated dialogue data and establish a benchmark, EmoOmniEval, to facilitate systematic assessment of multimodal emotional dialogue task. Experiments show that EmoOmni-7B achieves comparable performance with Qwen3Omni-30B-A3B-Thinking under the same talker.

Method: Uses separate LoRA modules for identity and audio timbre control via self-attention layers, adds contrastive learning with reference-conditioned flows as positives, and trains on a large-scale audio-visual human dataset.

Result: Extensive experiments show OmniCustom outperforms existing methods in generating audio-video content with consistent identity and timbre fidelity.

Conclusion: OmniCustom successfully addresses the novel sync audio-video customization task, enabling simultaneous control over video identity, audio timbre, and spoken content through text prompts.

Abstract: Existing mainstream video customization methods focus on generating identity-consistent videos based on given reference images and textual prompts. Benefiting from the rapid advancement of joint audio-video generation, this paper proposes a more compelling new task: sync audio-video customization, which aims to synchronously customize both video identity and audio timbre. Specifically, given a reference image $I^{r}$ and a reference audio $A^{r}$, this novel task requires generating videos that maintain the identity of the reference image while imitating the timbre of the reference audio, with spoken content freely specifiable through user-provided textual prompts. To this end, we propose OmniCustom, a powerful DiT-based audio-video customization framework that can synthesize a video following reference image identity, audio timbre, and text prompts all at once in a zero-shot manner. Our framework is built on three key contributions. First, identity and audio timbre control are achieved through separate reference identity and audio LoRA modules that operate through self-attention layers within the base audio-video generation model. Second, we introduce a contrastive learning objective alongside the standard flow matching objective. It uses predicted flows conditioned on reference inputs as positive examples and those without reference conditions as negative examples, thereby enhancing the model ability to preserve identity and timbre. Third, we train OmniCustom on our constructed large-scale, high-quality audio-visual human dataset. Extensive experiments demonstrate that OmniCustom outperforms existing methods in generating audio-video content with consistent identity and timbre fidelity. Project page: https://omnicustom-project.github.io/page/.

Method: Three-stage pipeline: 1) melody composition, 2) singing voice synthesis, and 3) MIDI-informed singing accompaniment generation (MIDI-SAG) that conditions accompaniment on symbolic vocal-melody MIDI. Addresses intermittent vocals in compositional song generation by combining explicit rhythmic/harmonic controls with audio continuation.

Result: The pipeline approaches perceptual quality of recent open-source end-to-end baselines in several metrics while requiring only 2.5k hours of audio on a single RTX 3090 (lightweight training).

Conclusion: Compositional song generation with MIDI-SAG offers an efficient, editable alternative to end-to-end models, achieving competitive quality with significantly reduced computational requirements.

Abstract: Song generation aims to produce full songs with vocals and accompaniment from lyrics and text descriptions, yet end-to-end models remain data- and compute-intensive and provide limited editability. We advocate a compositional alternative that decomposes the task into melody composition, singing voice synthesis, and singing accompaniment generation. Central to our approach is MIDI-informed singing accompaniment generation (MIDI-SAG), which conditions accompaniment on the symbolic vocal-melody MIDI to improve rhythmic and harmonic alignment between singing and instrumentation. Moreover, beyond conventional SAG settings that assume continuously sung vocals, compositional song generation features intermittent vocals; we address this by combining explicit rhythmic/harmonic controls with audio continuation to keep the backing track consistent across vocal and non-vocal regions. With lightweight newly trained components requiring only 2.5k hours of audio on a single RTX 3090, our pipeline approaches the perceptual quality of recent open-source end-to-end baselines in several metrics. We provide audio demos and will open-source our model at https://composerflow.github.io/web/.

Method: Cannot determine method without access to the paper content.

Result: Cannot determine results without access to the paper content.

Conclusion: Cannot draw conclusions without access to the paper content.

Abstract: Failed to fetch summary for 2510.00981: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.00981&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2511.07075: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2511.07075&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2512.11241: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2512.11241&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Uses a disposable LoRA module as a compiler to distill long contexts into compact buffer tokens. Introduces self-aligned optimization that eliminates synthetic QA pairs by regularizing context reconstruction with context-agnostic random queries, forcing compressed tokens to stay within the model’s existing instruction-following manifold.

Result: Experiments with Llama-3.1-8B show that LCC preserves fine-grained details and reasoning capabilities where prior methods fail, effectively decoupling memory density from model parameters even at 16x compression ratio.

Conclusion: LCC fundamentally shifts context processing from adaptation to compilation, creating stateless, portable memory artifacts that are plug-and-play compatible with frozen base models, solving key deployment challenges for long-context LLMs.

Abstract: Efficient long-context LLM deployment is stalled by a dichotomy between amortized compression, which struggles with out-of-distribution generalization, and Test-Time Training, which incurs prohibitive synthetic data costs and requires modifying model weights, creating stateful parameters that complicate concurrent serving. We propose Latent Context Compilation, a framework that fundamentally shifts context processing from adaptation to compilation. By utilizing a disposable LoRA module as a compiler, we distill long contexts into compact buffer tokens – stateless, portable memory artifacts that are plug-and-play compatible with frozen base models. Crucially, we introduce a self-aligned optimization strategy that eliminates the need for synthetic context-relevant QA pairs. By regularizing context reconstruction task with context-agnostic random queries, we force compressed tokens to reside within the model’s existing instruction-following manifold. Experiments with Llama-3.1-8B demonstrate that Latent Context Compilation preserves fine-grained details and reasoning capabilities where prior methods falter, effectively decoupling memory density from model parameters even at a 16x compression ratio.

Method: Uses self-consistency variance (sigma) computed from N=3 probe samples to route tasks across single-model, two-model, and three-model execution modes. Implemented on TEAMLLM deterministic substrate with immutable artifacts and decision traces.

Result: Sigma-based routing achieves 55.6% accuracy, exceeding two-model baseline (54.4%) while avoiding full ensembling on 54.2% of tasks. Negative results show retrieval augmentation reduces accuracy, agreement-but-wrong failures bound accuracy, and attribution proxies are unreliable.

Conclusion: ACAR provides a practical, auditable framework for multi-model routing with falsifiable baselines, documenting key failure modes in retrieval augmentation, self-consistency limitations, and attribution challenges for future research.

Abstract: We present ACAR (Adaptive Complexity and Attribution Routing), a measurement framework for studying multi-model orchestration under auditable conditions. ACAR uses self-consistency variance (sigma) computed from N=3 probe samples to route tasks across single-model, two-model, and three-model execution modes. The system is implemented on top of TEAMLLM, a deterministic execution substrate with immutable artifacts and complete decision traces. We evaluate ACAR on 1,510 tasks spanning four benchmarks: MathArena, Reasoning Gym, LiveCodeBench, and SuperGPQA, using Claude Sonnet 4, GPT-4o, and Gemini 2.0 Flash, producing more than 7,550 auditable runs. Results show that sigma-based routing achieves 55.6 percent accuracy, exceeding the two-model baseline of 54.4 percent while avoiding full ensembling on 54.2 percent of tasks. The routing mechanism is model-agnostic and requires no learned components. We also document negative results. First, retrieval augmentation reduced accuracy by 3.4 percentage points, as median retrieval similarity was only 0.167, demonstrating that experience injection without semantic alignment introduces noise rather than grounding. Second, when models agree on incorrect answers (sigma equals zero), no downstream ensemble can recover; this agreement-but-wrong failure mode is intrinsic to self-consistency and bounds achievable accuracy at approximately eight percentage points below full ensembling. Third, attribution estimates based on proxy signals such as response similarity and entropy showed weak correlation with ground-truth leave-one-out values, indicating that practical attribution requires explicit counterfactual computation. This work documents which assumptions fail in practice and provides falsifiable baselines for future research on routing, retrieval, and multi-model attribution.

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21276: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21276&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to draw conclusions due to access error

Abstract: Failed to fetch summary for 2602.21634: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21634&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to technical error fetching paper content

Result: Unable to determine results due to technical error fetching paper content

Conclusion: Unable to draw conclusions due to technical error fetching paper content

Abstract: Failed to fetch summary for 2602.21297: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21297&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21307: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21307&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21680: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21680&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot analyze method as paper content is unavailable due to HTTP 429 error

Result: No results available - arXiv API rate limiting prevented access to paper information

Conclusion: Cannot draw conclusions about paper relevance without access to paper content

Abstract: Failed to fetch summary for 2602.21317: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21317&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to inability to access paper content.

Result: Cannot determine results due to inability to access paper content.

Conclusion: Cannot draw conclusions due to inability to access paper content.

Abstract: Failed to fetch summary for 2602.21320: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21320&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: The authors provide the first theoretical characterization of symmetric point calibration pulse complexity and estimation error. They propose a dynamic symmetric point estimation method that tracks the symmetric point during training with convergence guarantees, plus an enhanced variant using chopping and filtering techniques from digital signal processing.

Result: Numerical experiments demonstrate both efficiency and effectiveness of the proposed method in addressing AIMC device asymmetry issues during neural network training.

Conclusion: The dynamic symmetric point estimation approach provides a practical solution to mitigate analog device asymmetry in AIMC training, enabling more effective deployment of large vision and language models on energy-efficient analog hardware platforms.

Abstract: Analog in-memory computing (AIMC) performs computation directly within resistive crossbar arrays, offering an energy-efficient platform to scale large vision and language models. However, non-ideal analog device properties make the training on AIMC devices challenging. In particular, its update asymmetry can induce a systematic drift of weight updates towards a device-specific symmetric point (SP), which typically does not align with the optimum of the training objective. To mitigate this bias, most existing works assume the SP is known and pre-calibrate it to zero before training by setting the reference point as the SP. Nevertheless, calibrating AIMC devices requires costly pulse updates, and residual calibration error can directly degrade training accuracy. In this work, we present the first theoretical characterization of the pulse complexity of SP calibration and the resulting estimation error. We further propose a dynamic SP estimation method that tracks the SP during model training, and establishes its convergence guarantees. In addition, we develop an enhanced variant based on chopping and filtering techniques from digital signal processing. Numerical experiments demonstrate both the efficiency and effectiveness of the proposed method.

Method: Cannot analyze method as paper content is unavailable due to HTTP 429 error

Result: No results available - API request was rate limited

Conclusion: Cannot provide analysis due to technical limitations in accessing the paper

Abstract: Failed to fetch summary for 2602.21328: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21328&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: No method information available as the paper content could not be retrieved. The error indicates technical limitations in accessing the resource rather than issues with the paper itself.

Result: No results available for analysis. The only available information is the technical error (HTTP 429) when attempting to fetch the paper summary from arXiv.

Conclusion: The paper cannot be analyzed due to technical limitations in accessing its content. The HTTP 429 error suggests waiting before retrying the request or using alternative methods to obtain the paper information.

Abstract: Failed to fetch summary for 2602.21340: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21340&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

Result: Cannot determine results as paper content could not be retrieved

Conclusion: Cannot draw conclusions as paper content could not be retrieved

Abstract: Failed to fetch summary for 2602.21342: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21342&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21371: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21371&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content.

Result: Cannot determine results without access to paper content.

Conclusion: Cannot draw conclusions without access to paper content.

Abstract: Failed to fetch summary for 2602.21390: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21390&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21408: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21408&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21415: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21415&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2602.21426: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21426&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method as paper content could not be retrieved

Result: Unable to determine results as paper content could not be retrieved

Conclusion: Unable to draw conclusions as paper content could not be retrieved

Abstract: Failed to fetch summary for 2602.21454: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21454&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content.

Result: Cannot determine results without access to the paper content.

Conclusion: Cannot draw conclusions without access to the paper content.

Abstract: Failed to fetch summary for 2602.21462: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21462&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21466: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21466&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about the paper due to technical limitations in accessing the content

Abstract: Failed to fetch summary for 2602.21467: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21467&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21469: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21469&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21472: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21472&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as abstract is unavailable

Result: Cannot determine results as abstract is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21498: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21498&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21545: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21545&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as abstract retrieval failed

Result: Cannot determine results as abstract retrieval failed

Conclusion: Cannot draw conclusion without access to paper content

Abstract: Failed to fetch summary for 2602.21546: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21546&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot analyze method due to technical error in accessing paper content

Result: Cannot report results due to technical error in accessing paper content

Conclusion: Cannot draw conclusions due to technical error in accessing paper content

Abstract: Failed to fetch summary for 2602.21550: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21550&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21565: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21565&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access restrictions

Result: Unable to determine results due to access restrictions

Conclusion: Unable to determine conclusion due to access restrictions

Abstract: Failed to fetch summary for 2602.21585: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21585&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21588: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21588&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to API access limitations

Result: Unable to determine results due to API access limitations

Conclusion: Unable to determine conclusion due to API access limitations

Abstract: Failed to fetch summary for 2602.21597: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21597&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21601: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21601&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to draw conclusions due to fetch failure

Abstract: Failed to fetch summary for 2602.21648: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21648&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21674: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21674&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21693: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21693&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21701: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21701&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21717: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21717&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot analyze method without access to paper content

Result: No results available due to technical error in fetching paper information

Conclusion: Cannot draw conclusions about paper content due to access limitations

Abstract: Failed to fetch summary for 2602.21750: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21750&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper fetch

Result: Cannot determine results due to failed paper fetch

Conclusion: Cannot determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21824: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21824&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper fetch

Result: Cannot determine results due to failed paper fetch

Conclusion: Cannot determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21844: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21844&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21910: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21910&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper fetch

Result: Cannot determine results due to failed paper fetch

Conclusion: Cannot determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21928: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21928&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed summary fetch

Result: Unable to determine results due to failed summary fetch

Conclusion: Unable to determine conclusion due to failed summary fetch

Abstract: Failed to fetch summary for 2602.21948: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21948&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access restrictions

Result: Unable to determine results due to access restrictions

Conclusion: Unable to determine conclusion due to access restrictions

Abstract: Failed to fetch summary for 2602.21959: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21959&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about the paper due to data unavailability

Abstract: Failed to fetch summary for 2602.21961: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21961&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper abstract

Result: Cannot determine results without access to the paper abstract

Conclusion: Cannot draw conclusions without access to the paper abstract

Abstract: Failed to fetch summary for 2602.21965: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21965&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to missing paper content

Result: Cannot determine results due to missing paper content

Conclusion: Cannot determine conclusion due to missing paper content

Abstract: Failed to fetch summary for 2602.22003: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22003&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.22015: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22015&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot analyze method as the paper abstract was not accessible.

Result: No results can be reported since the paper content was not fetched successfully.

Conclusion: Unable to provide any conclusions about the paper due to technical limitations in accessing the content.

Abstract: Failed to fetch summary for 2602.22018: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22018&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.22130: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22130&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Three key components: 1) Data construction pipeline producing 81K curated GUI reasoning dataset; 2) Action-aware SFT mixing reasoning-then-action and direct-action data with token reweighting; 3) KL-regularized RL with success-adaptive scaling to handle partial verifiability and improve offline-to-online predictability.

Result: GUI-Libra consistently improves both step-wise accuracy and end-to-end task completion across diverse web and mobile benchmarks, demonstrating stronger task-solving capabilities without costly online data collection.

Conclusion: Carefully designed post-training and data curation can unlock significantly stronger task-solving capabilities for GUI agents, with the released dataset, code, and models facilitating further research on data-efficient post-training for reasoning-capable GUI agents.

Abstract: Open-source native GUI agents still lag behind closed-source systems on long-horizon navigation tasks. This gap stems from two limitations: a shortage of high-quality, action-aligned reasoning data, and the direct adoption of generic post-training pipelines that overlook the unique challenges of GUI agents. We identify two fundamental issues in these pipelines: (i) standard SFT with CoT reasoning often hurts grounding, and (ii) step-wise RLVR-tyle training faces partial verifiability, where multiple actions can be correct but only a single demonstrated action is used for verification. This makes offline step-wise metrics weak predictors of online task success. In this work, we present GUI-Libra, a tailored training recipe that addresses these challenges. First, to mitigate the scarcity of action-aligned reasoning data, we introduce a data construction and filtering pipeline and release a curated 81K GUI reasoning dataset. Second, to reconcile reasoning with grounding, we propose action-aware SFT that mixes reasoning-then-action and direct-action data and reweights tokens to emphasize action and grounding. Third, to stabilize RL under partial verifiability, we identify the overlooked importance of KL regularization in RLVR and show that a KL trust region is critical for improving offline-to-online predictability; we further introduce success-adaptive scaling to downweight unreliable negative gradients. Across diverse web and mobile benchmarks, GUI-Libra consistently improves both step-wise accuracy and end-to-end task completion. Our results suggest that carefully designed post-training and data curation can unlock significantly stronger task-solving capabilities without costly online data collection. We release our dataset, code, and models to facilitate further research on data-efficient post-training for reasoning-capable GUI agents.

Method: SigmaQuant introduces an adaptive layer-wise heterogeneous quantization framework that allocates different bitwidths to individual layers based on their sensitivity, without requiring exhaustive design space search.

Result: The framework efficiently balances accuracy and resource usage for varied edge environments, addressing memory, energy, and computational constraints while maintaining model performance.

Conclusion: SigmaQuant provides a practical solution for deploying DNNs on resource-constrained edge devices through adaptive heterogeneous quantization that doesn’t require exhaustive search.

Abstract: Deep neural networks (DNNs) are essential for performing advanced tasks on edge or mobile devices, yet their deployment is often hindered by severe resource constraints, including limited memory, energy, and computational power. While uniform quantization provides a straightforward approach to compress model and reduce hardware requirement, it fails to fully leverage the varying robustness across layers, and often lead to accuracy degradation or suboptimal resource usage, particularly at low bitwidths. In contrast, heterogeneous quantization, which allocates different bitwidths to individual layers, can mitigate these drawbacks. Nonetheless, current heterogeneous quantization methods either needs huge brute-force design space search or lacks the adaptability to meet different hardware conditions, such as memory size, energy budget, and latency requirement. Filling these gaps, this work introduces \textbf{\textit{SigmaQuant}}, an adaptive layer-wise heterogeneous quantization framework designed to efficiently balance accuracy and resource usage for varied edge environments without exhaustive search.

Method: Cannot determine method due to inability to access paper content.

Result: Cannot determine results due to inability to access paper content.

Conclusion: Cannot determine conclusion due to inability to access paper content. The paper ID format suggests it may be from a future date (February 2026).

Abstract: Failed to fetch summary for 2602.22179: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22179&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.20376: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20376&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access restrictions

Result: Unable to determine results due to access restrictions

Conclusion: Unable to determine conclusion due to access restrictions

Abstract: Failed to fetch summary for 2602.21252: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21252&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21272: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21272&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21312: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21312&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.21357: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21357&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21436: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21436&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed API request

Result: Unable to determine results due to failed API request

Conclusion: Unable to determine conclusion due to failed API request

Abstract: Failed to fetch summary for 2602.21446: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21446&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21468: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21468&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot draw conclusions as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.21478: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21478&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot analyze method as paper content is unavailable due to API rate limiting

Result: No results available - HTTP 429 error indicates the arXiv API request was rate limited

Conclusion: Cannot provide analysis due to technical limitations in accessing the paper content

Abstract: Failed to fetch summary for 2602.21479: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21479&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: No method information available due to failed API request.

Result: No results available as the paper content could not be retrieved.

Conclusion: Unable to provide analysis due to technical limitations in accessing the paper content.

Abstract: Failed to fetch summary for 2602.21501: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21501&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2602.21509: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21509&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2602.21533: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21533&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method as the abstract could not be retrieved

Result: Unable to determine results as the abstract could not be retrieved

Conclusion: Unable to determine conclusion as the abstract could not be retrieved

Abstract: Failed to fetch summary for 2602.21569: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21569&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: No method information available - arXiv API rate limiting prevented access to paper details

Result: No results available - paper content could not be retrieved due to technical limitations

Conclusion: Cannot provide analysis due to API rate limiting preventing access to paper content

Abstract: Failed to fetch summary for 2602.21572: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21572&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2602.21620: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21620&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to missing abstract

Result: Cannot determine results due to missing abstract

Conclusion: Cannot determine conclusion due to missing abstract

Abstract: Failed to fetch summary for 2602.21677: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21677&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to determine conclusion due to access error

Abstract: Failed to fetch summary for 2602.21684: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21684&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content.

Result: Cannot determine results without access to paper content.

Conclusion: Cannot draw conclusions without access to paper content.

Abstract: Failed to fetch summary for 2602.21721: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21721&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed API request

Result: Unable to determine results due to failed API request

Conclusion: Unable to determine conclusion due to failed API request

Abstract: Failed to fetch summary for 2602.21749: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21749&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper retrieval

Result: Cannot determine results due to failed paper retrieval

Conclusion: Cannot determine conclusion due to failed paper retrieval

Abstract: Failed to fetch summary for 2602.21756: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21756&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: The method cannot be determined as the paper content could not be retrieved due to server rate limiting.

Result: The results cannot be determined as the paper content could not be retrieved due to server rate limiting.

Conclusion: The conclusion cannot be determined as the paper content could not be retrieved due to server rate limiting.

Abstract: Failed to fetch summary for 2602.21766: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21766&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content.

Result: Cannot determine results without access to the paper content.

Conclusion: Cannot determine conclusion without access to the paper content.

Abstract: Failed to fetch summary for 2602.21783: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21783&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content.

Result: Cannot determine results without access to paper content.

Conclusion: Cannot determine conclusion without access to paper content.

Abstract: Failed to fetch summary for 2602.21788: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21788&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to access restrictions

Result: Cannot determine results due to access restrictions

Conclusion: Cannot determine conclusion due to access restrictions

Abstract: Failed to fetch summary for 2602.21797: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21797&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21846: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21846&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without paper content.

Result: Cannot determine results without paper content.

Conclusion: Cannot draw conclusions without paper content.

Abstract: Failed to fetch summary for 2602.21926: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21926&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: No method information available - paper content inaccessible

Result: No results available - paper summary fetch failed

Conclusion: Cannot draw conclusions about paper without access to its content

Abstract: Failed to fetch summary for 2602.21957: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21957&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.21995: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.21995&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to missing paper content

Result: Unable to determine results due to missing paper content

Conclusion: Unable to determine conclusion due to missing paper content

Abstract: Failed to fetch summary for 2602.22056: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22056&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.22061: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22061&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: N/A - Paper content unavailable for analysis

Result: N/A - Paper content unavailable for analysis

Conclusion: N/A - Paper content unavailable for analysis

Abstract: Failed to fetch summary for 2602.22083: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22083&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed paper fetch

Result: Unable to determine results due to failed paper fetch

Conclusion: Unable to determine conclusion due to failed paper fetch

Abstract: Failed to fetch summary for 2602.22086: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22086&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

Result: Cannot determine results as paper content could not be retrieved

Conclusion: Cannot draw conclusions as paper content could not be retrieved

Abstract: Failed to fetch summary for 2602.22115: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22115&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2602.22122: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.22122&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2410.18424: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2410.18424&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to missing abstract content

Result: Cannot determine results due to missing abstract content

Conclusion: Cannot determine conclusion due to missing abstract content

Abstract: Failed to fetch summary for 2411.09847: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2411.09847&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot draw conclusions without access to paper content

Abstract: Failed to fetch summary for 2502.00944: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2502.00944&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2502.12981: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2502.12981&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot analyze method as paper content is unavailable due to HTTP 429 error

Result: No results available - arXiv API rate limiting prevented access to paper information

Conclusion: Cannot draw conclusions about paper content due to technical limitations in accessing the abstract

Abstract: Failed to fetch summary for 2503.03178: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2503.03178&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed API request

Result: Unable to determine results due to failed API request

Conclusion: Unable to draw conclusions due to failed API request

Abstract: Failed to fetch summary for 2504.07835: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2504.07835&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to technical error in fetching paper content

Result: Unable to determine results due to technical error in fetching paper content

Conclusion: Unable to determine conclusion due to technical error in fetching paper content

Abstract: Failed to fetch summary for 2505.23725: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2505.23725&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2506.17344: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2506.17344&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without paper content

Result: Cannot determine results without paper content

Conclusion: Cannot draw conclusions without paper content

Abstract: Failed to fetch summary for 2506.21427: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2506.21427&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to technical error in accessing paper content

Result: Unable to determine results due to technical error in accessing paper content

Conclusion: Unable to draw conclusions due to technical error in accessing paper content

Abstract: Failed to fetch summary for 2506.22685: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2506.22685&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2507.00031: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2507.00031&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2507.12652: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2507.12652&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2508.04605: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2508.04605&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2508.09888: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2508.09888&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2508.21421: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2508.21421&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to missing abstract content

Result: Unable to determine results due to missing abstract content

Conclusion: Unable to determine conclusion due to missing abstract content

Abstract: Failed to fetch summary for 2508.21438: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2508.21438&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2509.21865: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2509.21865&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to lack of paper content

Result: Unable to determine results due to lack of paper content

Conclusion: Unable to determine conclusion due to lack of paper content

Abstract: Failed to fetch summary for 2509.25800: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2509.25800&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as abstract retrieval failed

Result: Cannot determine results as abstract retrieval failed

Conclusion: Cannot draw conclusions without access to paper abstract

Abstract: Failed to fetch summary for 2510.01988: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.01988&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content could not be retrieved

Result: Cannot determine results as paper content could not be retrieved

Conclusion: Cannot draw conclusions as paper content could not be retrieved

Abstract: Failed to fetch summary for 2510.02823: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.02823&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to server rate limiting

Result: Cannot determine results as paper content is unavailable due to server rate limiting

Conclusion: Cannot determine conclusion as paper content is unavailable due to server rate limiting

Abstract: Failed to fetch summary for 2510.04091: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2510.04091&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot determine conclusion as paper content is unavailable

Abstract: Failed to fetch summary for 2511.07922: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2511.07922&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2511.21104: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2511.21104&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to failed API request

Result: Unable to determine results due to failed API request

Conclusion: Unable to draw conclusions due to failed API request

Abstract: Failed to fetch summary for 2512.02435: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2512.02435&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content

Result: Cannot determine results without access to the paper content

Conclusion: Cannot draw conclusions without access to the paper content

Abstract: Failed to fetch summary for 2512.16762: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2512.16762&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2601.07524: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.07524&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper abstract

Result: Cannot determine results without access to paper abstract

Conclusion: Cannot draw conclusions without access to paper abstract

Abstract: Failed to fetch summary for 2601.13780: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.13780&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to abstract fetch failure

Result: Unable to determine results due to abstract fetch failure

Conclusion: Unable to determine conclusion due to abstract fetch failure

Abstract: Failed to fetch summary for 2601.21331: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2601.21331&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions about the paper due to access limitations

Abstract: Failed to fetch summary for 2602.10431: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.10431&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.11020: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.11020&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable

Result: Cannot determine results as paper content is unavailable

Conclusion: Cannot draw conclusions as paper content is unavailable

Abstract: Failed to fetch summary for 2602.16642: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.16642&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to fetch failure

Result: Unable to determine results due to fetch failure

Conclusion: Unable to determine conclusion due to fetch failure

Abstract: Failed to fetch summary for 2602.17849: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.17849&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as paper content is unavailable due to API rate limiting

Result: Cannot determine results as paper content is unavailable due to API rate limiting

Conclusion: Cannot determine conclusion as paper content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2602.20070: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20070&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: No method information available - arXiv API request resulted in HTTP 429 error

Result: No results available - paper content could not be fetched

Conclusion: Cannot draw conclusions about paper content due to technical limitations in accessing the abstract

Abstract: Failed to fetch summary for 2602.20309: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20309&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to paper content

Result: Cannot determine results without access to paper content

Conclusion: Cannot determine conclusion without access to paper content

Abstract: Failed to fetch summary for 2602.20714: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2602.20714&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method due to failed paper fetch

Result: Cannot determine results due to failed paper fetch

Conclusion: Cannot draw conclusions due to failed paper fetch

Abstract: Failed to fetch summary for 2211.02003: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2211.02003&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method as abstract content is unavailable due to API rate limiting

Result: Cannot determine results as abstract content is unavailable due to API rate limiting

Conclusion: Cannot draw conclusions as abstract content is unavailable due to API rate limiting

Abstract: Failed to fetch summary for 2312.16307: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2312.16307&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method as paper content could not be retrieved

Result: Unable to determine results as paper content could not be retrieved

Conclusion: Unable to determine conclusion as paper content could not be retrieved

Abstract: Failed to fetch summary for 2404.07849: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2404.07849&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without access to the paper content.

Result: Cannot determine results without access to the paper content.

Conclusion: Cannot determine conclusion without access to the paper content.

Abstract: Failed to fetch summary for 2404.12097: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2404.12097&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to technical error in accessing paper content

Result: Unable to determine results due to technical error in accessing paper content

Conclusion: Unable to determine conclusion due to technical error in accessing paper content

Abstract: Failed to fetch summary for 2411.19253: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2411.19253&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Unable to determine method due to access error

Result: Unable to determine results due to access error

Conclusion: Unable to draw conclusions due to access error

Abstract: Failed to fetch summary for 2502.18615: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2502.18615&sortBy=relevance&sortOrder=descending&start=0&max_results=100)

Method: Cannot determine method without paper content

Result: Cannot determine results without paper content

Conclusion: Cannot determine conclusion without paper content

Abstract: Failed to fetch summary for 2504.17203: Page request resulted in HTTP 429 (https://export.arxiv.org/api/query?search_query=&id_list=2504.17203&sortBy=relevance&sortOrder=descending&start=0&max_results=100)