🔹 Title: OceanGym: A Benchmark Environment for Underwater Embodied Agents

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26536
• PDF: https://arxiv.org/pdf/2509.26536
• Project Page: https://oceangpt.github.io/OceanGym/
• Github: https://github.com/OceanGPT/OceanGym

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🔹 Title: DC-VideoGen: Efficient Video Generation with Deep Compression Video Autoencoder

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25182
• PDF: https://arxiv.org/pdf/2509.25182

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🔹 Title: Learning to See Before Seeing: Demystifying LLM Visual Priors from Language Pre-training

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26625
• PDF: https://arxiv.org/pdf/2509.26625
• Project Page: https://junlinhan.github.io/projects/lsbs/

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🔹 Title: Thinking Sparks!: Emergent Attention Heads in Reasoning Models During Post Training

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25758
• PDF: https://arxiv.org/pdf/2509.25758

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🔹 Title: Who's Your Judge? On the Detectability of LLM-Generated Judgments

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25154
• PDF: https://arxiv.org/pdf/2509.25154
• Github: https://llm-as-a-judge.github.io/

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🔹 Title: MCPMark: A Benchmark for Stress-Testing Realistic and Comprehensive MCP Use

🔹 Publication Date: Published on Sep 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/pdf/2509.24002
• PDF: https://arxiv.org/pdf/2509.24002
• Project Page: https://mcpmark.ai/
• Github: https://github.com/eval-sys/mcpmark

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🔹 Title: VitaBench: Benchmarking LLM Agents with Versatile Interactive Tasks in Real-world Applications

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26490
• PDF: https://arxiv.org/pdf/2509.26490
• Project Page: https://vitabench.github.io/
• Github: https://vitabench.github.io/

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/meituan/VitaBench

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🔹 Title: dParallel: Learnable Parallel Decoding for dLLMs

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/pdf/2509.26488
• PDF: https://arxiv.org/pdf/2509.26488
• Github: https://github.com/czg1225/dParallel

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/Zigeng/dParallel_LLaDA_Distill_Data

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🔹 Title: IMG: Calibrating Diffusion Models via Implicit Multimodal Guidance

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26231
• PDF: https://arxiv.org/pdf/2509.26231
• Github: https://github.com/SHI-Labs/IMG-Multimodal-Diffusion-Alignment

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🔹 Title: Efficient Audio-Visual Speech Separation with Discrete Lip Semantics and Multi-Scale Global-Local Attention

🔹 Publication Date: Published on Sep 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23610
• PDF: https://arxiv.org/pdf/2509.23610
• Project Page: https://cslikai.cn/Dolphin
• Github: https://github.com/JusperLee/Dolphin

🔹 Datasets citing this paper:
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🔹 Spaces citing this paper:
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🔹 Title: MotionRAG: Motion Retrieval-Augmented Image-to-Video Generation

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26391
• PDF: https://arxiv.org/pdf/2509.26391
• Github: https://github.com/MCG-NJU/MotionRAG

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🔹 Title: Mem-α: Learning Memory Construction via Reinforcement Learning

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25911
• PDF: https://arxiv.org/pdf/2509.25911

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🔹 Title: Learning Human-Perceived Fakeness in AI-Generated Videos via Multimodal LLMs

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.22646
• PDF: https://arxiv.org/pdf/2509.22646
• Project Page: https://deeptracereward.github.io/
• Github: https://deeptracereward.github.io/

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🔹 Title: Attention as a Compass: Efficient Exploration for Process-Supervised RL in Reasoning Models

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26628
• PDF: https://arxiv.org/pdf/2509.26628

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🔹 Title: OffTopicEval: When Large Language Models Enter the Wrong Chat, Almost Always!

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26495
• PDF: https://arxiv.org/pdf/2509.26495

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/declare-lab/OffTopicEval

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🔹 Title: Humanline: Online Alignment as Perceptual Loss

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24207
• PDF: https://arxiv.org/pdf/2509.24207

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🔹 Title: Regression Language Models for Code

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26476
• PDF: https://arxiv.org/pdf/2509.26476
• Github: https://github.com/google-deepmind/regress-lm

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🔹 Title: More Thought, Less Accuracy? On the Dual Nature of Reasoning in Vision-Language Models

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25848
• PDF: https://arxiv.org/pdf/2509.25848
• Project Page: https://xytian1008.github.io/VAPO/
• Github: https://github.com/xytian1008/VAPO

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🔹 Title: InfoAgent: Advancing Autonomous Information-Seeking Agents

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25189
• PDF: https://arxiv.org/pdf/2509.25189

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🔹 Title: Benefits and Pitfalls of Reinforcement Learning for Language Model Planning: A Theoretical Perspective

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.22613
• PDF: https://arxiv.org/pdf/2509.22613

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