🔹 Title: VR-Thinker: Boosting Video Reward Models through Thinking-with-Image Reasoning

🔹 Publication Date: Published on Oct 12

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.10518
• PDF: https://arxiv.org/pdf/2510.10518
• Github: https://github.com/qunzhongwang/vr-thinker

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🔹 Title: MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14958
• PDF: https://arxiv.org/pdf/2510.14958
• Project Page: https://mathcanvas.github.io/
• Github: https://github.com/shiwk24/MathCanvas

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🔹 Title: Qwen3Guard Technical Report

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14276
• PDF: https://arxiv.org/pdf/2510.14276
• Github: https://github.com/QwenLM/Qwen3Guard

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/Qwen/Qwen3GuardTest

🔹 Spaces citing this paper:
• https://huggingface.co/spaces/DSDUDEd/DUDEAIBeta1.1
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🔹 Title: MoM: Mixtures of Scenario-Aware Document Memories for Retrieval-Augmented Generation Systems

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14252
• PDF: https://arxiv.org/pdf/2510.14252

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🔹 Title: Large Language Models Do NOT Really Know What They Don't Know

🔹 Publication Date: Published on Oct 10

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.09033
• PDF: https://arxiv.org/pdf/2510.09033

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🔹 Title: BitNet Distillation

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13998
• PDF: https://arxiv.org/pdf/2510.13998
• Github: https://github.com/microsoft/BitNet

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🔹 Title: TokDrift: When LLM Speaks in Subwords but Code Speaks in Grammar

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14972
• PDF: https://arxiv.org/pdf/2510.14972
• Github: https://github.com/uw-swag/tokdrift

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🔹 Title: Fantastic (small) Retrievers and How to Train Them: mxbai-edge-colbert-v0 Tech Report

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14880
• PDF: https://arxiv.org/pdf/2510.14880

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🔹 Title: RefusalBench: Generative Evaluation of Selective Refusal in Grounded Language Models

🔹 Publication Date: Published on Oct 12

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.10390
• PDF: https://arxiv.org/pdf/2510.10390

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🔹 Title: Expertise need not monopolize: Action-Specialized Mixture of Experts for Vision-Language-Action Learning

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14300
• PDF: https://arxiv.org/pdf/2510.14300

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🔹 Title: LiteStage: Latency-aware Layer Skipping for Multi-stage Reasoning

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14211
• PDF: https://arxiv.org/pdf/2510.14211

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🔹 Title: Ponimator: Unfolding Interactive Pose for Versatile Human-human Interaction Animation

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14976
• PDF: https://arxiv.org/pdf/2510.14976
• Project Page: https://stevenlsw.github.io/ponimator/
• Github: https://github.com/stevenlsw/ponimator

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🔹 Title: COIG-Writer: A High-Quality Dataset for Chinese Creative Writing with Thought Processes

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14763
• PDF: https://arxiv.org/pdf/2510.14763
• Project Page: https://huggingface.co/m-a-p
• Github: https://COIG-Writer.github.io/

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🔹 Title: Beyond Correctness: Evaluating Subjective Writing Preferences Across Cultures

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14616
• PDF: https://arxiv.org/pdf/2510.14616
• Github: https://WritingPreferenceBench.github.io/

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🔹 Title: The German Commons - 154 Billion Tokens of Openly Licensed Text for German Language Models

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13996
• PDF: https://arxiv.org/pdf/2510.13996

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🔹 Title: RealDPO: Real or Not Real, that is the Preference

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14955
• PDF: https://arxiv.org/pdf/2510.14955
• Project Page: https://vchitect.github.io/RealDPO-Project/
• Github: https://github.com/Vchitect/RealDPO

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🔹 Title: DialectGen: Benchmarking and Improving Dialect Robustness in Multimodal Generation

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14949
• PDF: https://arxiv.org/pdf/2510.14949
• Project Page: https://dialectgen.github.io/
• Github: https://github.com/DialectGen/DialectGen

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/uclanlp/DialectGen

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🔹 Title: VLA^2: Empowering Vision-Language-Action Models with an Agentic Framework for Unseen Concept Manipulation

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14902
• PDF: https://arxiv.org/pdf/2510.14902
• Project Page: https://vla-2.github.io

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🔹 Title: SCas4D: Structural Cascaded Optimization for Boosting Persistent 4D Novel View Synthesis

🔹 Publication Date: Published on Oct 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.06694
• PDF: https://arxiv.org/pdf/2510.06694

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🔹 Title: ImagerySearch: Adaptive Test-Time Search for Video Generation Beyond Semantic Dependency Constraints

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14847
• PDF: https://arxiv.org/pdf/2510.14847
• Github: https://github.com/AMAP-ML/ImagerySearch

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🔹 Title: RAGCap-Bench: Benchmarking Capabilities of LLMs in Agentic Retrieval Augmented Generation Systems

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13910
• PDF: https://arxiv.org/pdf/2510.13910

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