🔹 Title: SPICE: Self-Play In Corpus Environments Improves Reasoning

🔹 Publication Date: Published on Oct 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.24684
• PDF: https://arxiv.org/pdf/2510.24684

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🔹 Title: SAO-Instruct: Free-form Audio Editing using Natural Language Instructions

🔹 Publication Date: Published on Oct 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.22795
• PDF: https://arxiv.org/pdf/2510.22795
• Project Page: https://eth-disco.github.io/sao-instruct/
• Github: https://github.com/eth-disco/sao-instruct

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🔹 Title: GRPO-Guard: Mitigating Implicit Over-Optimization in Flow Matching via Regulated Clipping

🔹 Publication Date: Published on Oct 25

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.22319
• PDF: https://arxiv.org/pdf/2510.22319
• Project Page: https://jingw193.github.io/GRPO-Guard

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🔹 Title: MMPersuade: A Dataset and Evaluation Framework for Multimodal Persuasion

🔹 Publication Date: Published on Oct 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.22768
• PDF: https://arxiv.org/pdf/2510.22768

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🔹 Title: Global PIQA: Evaluating Physical Commonsense Reasoning Across 100+ Languages and Cultures

🔹 Publication Date: Published on Oct 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.24081
• PDF: https://arxiv.org/pdf/2510.24081

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/mrlbenchmarks/global-piqa-nonparallel

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🔹 Title: Beyond Reasoning Gains: Mitigating General Capabilities Forgetting in Large Reasoning Models

🔹 Publication Date: Published on Oct 24

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.21978
• PDF: https://arxiv.org/pdf/2510.21978

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🔹 Title: Latent Chain-of-Thought for Visual Reasoning

🔹 Publication Date: Published on Oct 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.23925
• PDF: https://arxiv.org/pdf/2510.23925
• Github: https://github.com/heliossun/LaCoT

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🔹 Title: Batch Speculative Decoding Done Right

🔹 Publication Date: Published on Oct 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.22876
• PDF: https://arxiv.org/pdf/2510.22876

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🔹 Title: S-Chain: Structured Visual Chain-of-Thought For Medicine

🔹 Publication Date: Published on Oct 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.22728
• PDF: https://arxiv.org/pdf/2510.22728
• Project Page: https://s-chain.github.io/
• Github: https://github.com/leduckhai/S-Chain

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/leduckhai/S-Chain

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🔹 Title: ATOM: AdapTive and OptiMized dynamic temporal knowledge graph construction using LLMs

🔹 Publication Date: Published on Oct 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.22590
• PDF: https://arxiv.org/pdf/2510.22590
• Github: https://github.com/AuvaLab/itext2kg

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🔹 Title: Beyond Understanding: Evaluating the Pragmatic Gap in LLMs' Cultural Processing of Figurative Language

🔹 Publication Date: Published on Oct 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.23828
• PDF: https://arxiv.org/pdf/2510.23828

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🔹 Title: The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution

🔹 Publication Date: Published on Oct 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.25726
• PDF: https://arxiv.org/pdf/2510.25726
• Project Page: https://toolathlon.xyz/introduction
• Github: https://github.com/hkust-nlp/Toolathlon

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/hkust-nlp/Toolathlon-Trajectories

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🔹 Title: Scaling Latent Reasoning via Looped Language Models

🔹 Publication Date: Published on Oct 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.25741
• PDF: https://arxiv.org/pdf/2510.25741
• Project Page: https://ouro-llm.github.io/

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🔹 Title: RegionE: Adaptive Region-Aware Generation for Efficient Image Editing

🔹 Publication Date: Published on Oct 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.25590
• PDF: https://arxiv.org/pdf/2510.25590
• Github: https://github.com/Peyton-Chen/RegionE

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🔹 Title: Parallel Loop Transformer for Efficient Test-Time Computation Scaling

🔹 Publication Date: Published on Oct 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.24824
• PDF: https://arxiv.org/pdf/2510.24824

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🔹 Title: Ming-Flash-Omni: A Sparse, Unified Architecture for Multimodal Perception and Generation

🔹 Publication Date: Published on Oct 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.24821
• PDF: https://arxiv.org/pdf/2510.24821
• Project Page: https://github.com/inclusionAI/Ming

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🔹 Title: VFXMaster: Unlocking Dynamic Visual Effect Generation via In-Context Learning

🔹 Publication Date: Published on Oct 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.25772
• PDF: https://arxiv.org/pdf/2510.25772
• Project Page: https://libaolu312.github.io/VFXMaster/
• Github: https://github.com/libaolu312/VFXMaster

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🔹 Title: BhashaBench V1: A Comprehensive Benchmark for the Quadrant of Indic Domains

🔹 Publication Date: Published on Oct 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.25409
• PDF: https://arxiv.org/pdf/2510.25409

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🔹 Title: Video-Thinker: Sparking "Thinking with Videos" via Reinforcement Learning

🔹 Publication Date: Published on Oct 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.23473
• PDF: https://arxiv.org/pdf/2510.23473
• Github: https://github.com/shijian2001/Video-Thinker

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🔹 Title: ReForm: Reflective Autoformalization with Prospective Bounded Sequence Optimization

🔹 Publication Date: Published on Oct 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.24592
• PDF: https://arxiv.org/pdf/2510.24592
• Github: https://github.com/Chen-GX/ReForm

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/GuoxinChen/ConsistencyCheck

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🔹 Title: Rethinking Driving World Model as Synthetic Data Generator for Perception Tasks

🔹 Publication Date: Published on Oct 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.19195
• PDF: https://arxiv.org/pdf/2510.19195
• Project Page: https://wm-research.github.io/Dream4Drive/

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