🔹 Title: AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

🔹 Publication Date: Published on Sep 10

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.08755
• PDF: https://arxiv.org/pdf/2509.08755
• Project Page: https://agentgym-rl.github.io/
• Github: https://github.com/WooooDyy/AgentGym-RL

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🔹 Title: P3-SAM: Native 3D Part Segmentation

🔹 Publication Date: Published on Sep 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.06784
• PDF: https://arxiv.org/pdf/2509.06784

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🔹 Title: EnvX: Agentize Everything with Agentic AI

🔹 Publication Date: Published on Sep 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.08088
• PDF: https://arxiv.org/pdf/2509.08088

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🔹 Title: 3D and 4D World Modeling: A Survey

🔹 Publication Date: Published on Sep 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.07996
• PDF: https://arxiv.org/pdf/2509.07996
• Github: https://github.com/worldbench/survey

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🔹 Title: HumanAgencyBench: Scalable Evaluation of Human Agency Support in AI Assistants

🔹 Publication Date: Published on Sep 10

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.08494
• PDF: https://arxiv.org/pdf/2509.08494

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🔹 Title: The Majority is not always right: RL training for solution aggregation

🔹 Publication Date: Published on Sep 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.06870
• PDF: https://arxiv.org/pdf/2509.06870

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🔹 Title: Statistical Methods in Generative AI

🔹 Publication Date: Published on Sep 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.07054
• PDF: https://arxiv.org/pdf/2509.07054

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🔹 Title: FLUX-Reason-6M & PRISM-Bench: A Million-Scale Text-to-Image Reasoning Dataset and Comprehensive Benchmark

🔹 Publication Date: Published on Sep 11

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.09680
• PDF: https://arxiv.org/pdf/2509.09680
• Project Page: https://flux-reason-6m.github.io/
• Github: https://github.com/rongyaofang/prism-bench

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🔹 Title: SimpleVLA-RL: Scaling VLA Training via Reinforcement Learning

🔹 Publication Date: Published on Sep 11

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.09674
• PDF: https://arxiv.org/pdf/2509.09674
• Github: https://github.com/PRIME-RL/SimpleVLA-RL

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🔹 Title: Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents

🔹 Publication Date: Published on Sep 11

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.09265
• PDF: https://arxiv.org/pdf/2509.09265
• Project Page: https://empgseed-seed.github.io/
• Github: https://empgseed-seed.github.io/

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🔹 Title: Gradient-Attention Guided Dual-Masking Synergetic Framework for Robust Text-based Person Retrieval

🔹 Publication Date: Published on Sep 11

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.09118
• PDF: https://arxiv.org/pdf/2509.09118
• Github: https://github.com/Multimodal-Representation-Learning-MRL/GA-DMS

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/Kaichengalex/WebPerson-5M
• https://huggingface.co/datasets/Kaichengalex/WebPerson-1M

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🔹 Title: SpatialVID: A Large-Scale Video Dataset with Spatial Annotations

🔹 Publication Date: Published on Sep 11

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.09676
• PDF: https://arxiv.org/pdf/2509.09676
• Project Page: https://nju-3dv.github.io/projects/SpatialVID/

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🔹 Title: LoCoBench: A Benchmark for Long-Context Large Language Models in Complex Software Engineering

🔹 Publication Date: Published on Sep 11

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.09614
• PDF: https://arxiv.org/pdf/2509.09614
• Github: https://github.com/SalesforceAIResearch/LoCoBench

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🔹 Title: Kling-Avatar: Grounding Multimodal Instructions for Cascaded Long-Duration Avatar Animation Synthesis

🔹 Publication Date: Published on Sep 11

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.09595
• PDF: https://arxiv.org/pdf/2509.09595

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🔹 Title: OmniEVA: Embodied Versatile Planner via Task-Adaptive 3D-Grounded and Embodiment-aware Reasoning

🔹 Publication Date: Published on Sep 11

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.09332
• PDF: https://arxiv.org/pdf/2509.09332
• Project Page: https://omnieva.github.io/

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🔹 Title: Visual Programmability: A Guide for Code-as-Thought in Chart Understanding

🔹 Publication Date: Published on Sep 11

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.09286
• PDF: https://arxiv.org/pdf/2509.09286
• Github: https://github.com/Aphelios-Tang/Code-as-Thought

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🔹 Title: The Choice of Divergence: A Neglected Key to Mitigating Diversity Collapse in Reinforcement Learning with Verifiable Reward

🔹 Publication Date: Published on Sep 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.07430
• PDF: https://arxiv.org/pdf/2509.07430

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🔹 Title: 2D Gaussian Splatting with Semantic Alignment for Image Inpainting

🔹 Publication Date: Published on Sep 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.01964
• PDF: https://arxiv.org/pdf/2509.01964
• Github: https://github.com/hitlhy715/2DGS_inpaint

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🔹 Title: Can Understanding and Generation Truly Benefit Together -- or Just Coexist?

🔹 Publication Date: Published on Sep 11

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.09666
• PDF: https://arxiv.org/pdf/2509.09666

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🔹 Title: VLA-Adapter: An Effective Paradigm for Tiny-Scale Vision-Language-Action Model

🔹 Publication Date: Published on Sep 11

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.09372
• PDF: https://arxiv.org/pdf/2509.09372
• Project Page: https://vla-adapter.github.io/
• Github: https://vla-adapter.github.io/

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