🔹 Title: Dynamic Experts Search: Enhancing Reasoning in Mixture-of-Experts LLMs at Test Time

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.22572
• PDF: https://arxiv.org/pdf/2509.22572

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🔹 Title: UniMIC: Token-Based Multimodal Interactive Coding for Human-AI Collaboration

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.22570
• PDF: https://arxiv.org/pdf/2509.22570

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🔹 Title: IWR-Bench: Can LVLMs reconstruct interactive webpage from a user interaction video?

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24709
• PDF: https://arxiv.org/pdf/2509.24709
• Github: https://github.com/L-O-I/IWR-Bench

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🔹 Title: Efficient Multi-turn RL for GUI Agents via Decoupled Training and Adaptive Data Curation

🔹 Publication Date: Published on Sep 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23866
• PDF: https://arxiv.org/pdf/2509.23866
• Project Page: https://computer-use-agents.github.io/dart-gui/
• Github: https://github.com/computer-use-agents/dart-gui

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🔹 Title: RHYTHM: Reasoning with Hierarchical Temporal Tokenization for Human Mobility

🔹 Publication Date: Published on Sep 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23115
• PDF: https://arxiv.org/pdf/2509.23115
• Github: https://github.com/he-h/rhythm/tree/main

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🔹 Title: REMA: A Unified Reasoning Manifold Framework for Interpreting Large Language Model

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.22518
• PDF: https://arxiv.org/pdf/2509.22518

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🔹 Title: InfLLM-V2: Dense-Sparse Switchable Attention for Seamless Short-to-Long Adaptation

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24663
• PDF: https://arxiv.org/pdf/2509.24663

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🔹 Title: VGGT-X: When VGGT Meets Dense Novel View Synthesis

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25191
• PDF: https://arxiv.org/pdf/2509.25191
• Project Page: https://dekuliutesla.github.io/vggt-x.github.io/
• Github: https://github.com/Linketic/VGGT-X

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🔹 Title: Pretraining Large Language Models with NVFP4

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25149
• PDF: https://arxiv.org/pdf/2509.25149

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🔹 Title: BRIDGE - Building Reinforcement-Learning Depth-to-Image Data Generation Engine for Monocular Depth Estimation

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25077
• PDF: https://arxiv.org/pdf/2509.25077
• Project Page: https://dingning-liu.github.io/bridge.github.io/
• Github: https://github.com/lnbxldn/BRIDGE

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🔹 Title: Cogito, Ergo Ludo: An Agent that Learns to Play by Reasoning and Planning

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25052
• PDF: https://arxiv.org/pdf/2509.25052
• Project Page: https://zhongwenxu.notion.site/Cogito-Ergo-Ludo-An-Agent-that-Learns-to-Play-by-Reasoning-and-Planning-27a1c4e140e3808f8470fb059bb44f0e

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🔹 Title: From f(x) and g(x) to f(g(x)): LLMs Learn New Skills in RL by Composing Old Ones

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25123
• PDF: https://arxiv.org/pdf/2509.25123
• Github: https://github.com/PRIME-RL/RL-Compositionality

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🔹 Title: Beyond the Exploration-Exploitation Trade-off: A Hidden State Approach for LLM Reasoning in RLVR

🔹 Publication Date: Published on Sep 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23808
• PDF: https://arxiv.org/pdf/2509.23808
• Project Page: https://hf618.github.io/VERL.github.io/
• Github: https://github.com/hf618/VERL

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🔹 Title: Random Policy Valuation is Enough for LLM Reasoning with Verifiable Rewards

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24981
• PDF: https://arxiv.org/pdf/2509.24981
• Github: https://github.com/tinnerhrhe/ROVER

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🔹 Title: Advancing Reference-free Evaluation of Video Captions with Factual Analysis

🔹 Publication Date: Published on Sep 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.16538
• PDF: https://arxiv.org/pdf/2509.16538

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🔹 Title: Towards Personalized Deep Research: Benchmarks and Evaluations

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25106
• PDF: https://arxiv.org/pdf/2509.25106

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🔹 Title: Scaling Generalist Data-Analytic Agents

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25084
• PDF: https://arxiv.org/pdf/2509.25084

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🔹 Title: SCI-Verifier: Scientific Verifier with Thinking

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24285
• PDF: https://arxiv.org/pdf/2509.24285
• Github: https://github.com/Zhengsh123/SCI-Verifier

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/desimfj/SCI-VerifyBench

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🔹 Title: BOE-XSUM: Extreme Summarization in Clear Language of Spanish Legal Decrees and Notifications

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24908
• PDF: https://arxiv.org/pdf/2509.24908
• Project Page: https://huggingface.co/datasets/bertin-project/BOE-XSUM

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• https://huggingface.co/datasets/bertin-project/BOE-XSUM

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🔹 Title: PARROT: A Benchmark for Evaluating LLMs in Cross-System SQL Translation

🔹 Publication Date: Published on Sep 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23338
• PDF: https://arxiv.org/pdf/2509.23338
• Project Page: https://code4db.github.io/parrot-bench/
• Github: https://github.com/weAIDB/PARROT

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🔹 Title: Taming Masked Diffusion Language Models via Consistency Trajectory Reinforcement Learning with Fewer Decoding Step

🔹 Publication Date: Published on Sep 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/pdf/2509.23924
• PDF: https://arxiv.org/pdf/2509.23924
• Github: https://github.com/yjyddq/EOSER-ASS-RL

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