🔹 Title: A^2Search: Ambiguity-Aware Question Answering with Reinforcement Learning

🔹 Publication Date: Published on Oct 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.07958
• PDF: https://arxiv.org/pdf/2510.07958
• Github: https://github.com/zfj1998/A2Search

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🔹 Title: Hybrid Reinforcement: When Reward Is Sparse, It's Better to Be Dense

🔹 Publication Date: Published on Oct 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.07242
• PDF: https://arxiv.org/pdf/2510.07242

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🔹 Title: The Alignment Waltz: Jointly Training Agents to Collaborate for Safety

🔹 Publication Date: Published on Oct 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.08240
• PDF: https://arxiv.org/pdf/2510.08240

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🔹 Title: ARTDECO: Towards Efficient and High-Fidelity On-the-Fly 3D Reconstruction with Structured Scene Representation

🔹 Publication Date: Published on Oct 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.08551
• PDF: https://arxiv.org/pdf/2510.08551
• Github: https://city-super.github.io/artdeco/

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🔹 Title: When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs

🔹 Publication Date: Published on Oct 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.07499
• PDF: https://arxiv.org/pdf/2510.07499

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🔹 Title: Beyond Turn Limits: Training Deep Search Agents with Dynamic Context Window

🔹 Publication Date: Published on Oct 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.08276
• PDF: https://arxiv.org/pdf/2510.08276

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🔹 Title: DexNDM: Closing the Reality Gap for Dexterous In-Hand Rotation via Joint-Wise Neural Dynamics Model

🔹 Publication Date: Published on Oct 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.08556
• PDF: https://arxiv.org/pdf/2510.08556
• Github: https://meowuu7.github.io/DexNDM/

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🔹 Title: LLMs Learn to Deceive Unintentionally: Emergent Misalignment in Dishonesty from Misaligned Samples to Biased Human-AI Interactions

🔹 Publication Date: Published on Oct 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.08211
• PDF: https://arxiv.org/pdf/2510.08211

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🔹 Title: Meta-Awareness Enhances Reasoning Models: Self-Alignment Reinforcement Learning

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.03259
• PDF: https://arxiv.org/pdf/2510.03259
• Github: https://github.com/akatigre/MASA-RL/tree/main

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🔹 Title: InstructX: Towards Unified Visual Editing with MLLM Guidance

🔹 Publication Date: Published on Oct 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/pdf/2510.08485
• PDF: https://arxiv.org/pdf/2510.08485
• Project Page: https://mc-e.github.io/project/InstructX/
• Github: https://github.com/MC-E/InstructX

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🔹 Title: From What to Why: A Multi-Agent System for Evidence-based Chemical Reaction Condition Reasoning

🔹 Publication Date: Published on Sep 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23768
• PDF: https://arxiv.org/pdf/2509.23768

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🔹 Title: MemMamba: Rethinking Memory Patterns in State Space Model

🔹 Publication Date: Published on Sep 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.03279
• PDF: https://arxiv.org/pdf/2510.03279

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🔹 Title: Towards Scalable and Consistent 3D Editing

🔹 Publication Date: Published on Oct 3

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.02994
• PDF: https://arxiv.org/pdf/2510.02994
• Project Page: https://www.lv-lab.org/3DEditFormer/
• Github: https://github.com/LVLab-SMU/3DEditFormer

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🔹 Title: CoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards

🔹 Publication Date: Published on Oct 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.08529
• PDF: https://arxiv.org/pdf/2510.08529
• Github: https://github.com/xxyQwQ/CoMAS

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🔹 Title: Learning on the Job: An Experience-Driven Self-Evolving Agent for Long-Horizon Tasks

🔹 Publication Date: Published on Oct 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.08002
• PDF: https://arxiv.org/pdf/2510.08002

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🔹 Title: Memory Retrieval and Consolidation in Large Language Models through Function Tokens

🔹 Publication Date: Published on Oct 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.08203
• PDF: https://arxiv.org/pdf/2510.08203

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🔹 Title: Fidelity-Aware Data Composition for Robust Robot Generalization

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24797
• PDF: https://arxiv.org/pdf/2509.24797

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🔹 Title: Beyond Outliers: A Study of Optimizers Under Quantization

🔹 Publication Date: Published on Sep 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23500
• PDF: https://arxiv.org/pdf/2509.23500

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🔹 Title: Taming Text-to-Sounding Video Generation via Advanced Modality Condition and Interaction

🔹 Publication Date: Published on Oct 3

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.03117
• PDF: https://arxiv.org/pdf/2510.03117
• Project Page: https://bridgedit-t2sv.github.io/

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🔹 Title: Search-R3: Unifying Reasoning and Embedding Generation in Large Language Models

🔹 Publication Date: Published on Oct 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.07048
• PDF: https://arxiv.org/pdf/2510.07048
• Github: https://github.com/ytgui/Search-R3

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🔹 Title: GCPO: When Contrast Fails, Go Gold

🔹 Publication Date: Published on Oct 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.07790
• PDF: https://arxiv.org/pdf/2510.07790
• Github: https://github.com/AchoWu/GCPO

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