🔹 Title: IF-VidCap: Can Video Caption Models Follow Instructions?

🔹 Publication Date: Published on Oct 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.18726
• PDF: https://arxiv.org/pdf/2510.18726
• Project Page: https://if-vidcap.github.io/
• Github: https://github.com/NJU-LINK/IF-VidCap

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🔹 Title: MoGA: Mixture-of-Groups Attention for End-to-End Long Video Generation

🔹 Publication Date: Published on Oct 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.18692
• PDF: https://arxiv.org/pdf/2510.18692

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🔹 Title: MT-Video-Bench: A Holistic Video Understanding Benchmark for Evaluating Multimodal LLMs in Multi-Turn Dialogues

🔹 Publication Date: Published on Oct 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.17722
• PDF: https://arxiv.org/pdf/2510.17722
• Project Page: https://mt-video-bench.github.io/
• Github: https://github.com/NJU-LINK/MT-Video-Bench

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/NJU-LINK/MT-Video-Bench

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🔹 Title: Chem-R: Learning to Reason as a Chemist

🔹 Publication Date: Published on Oct 19

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.16880
• PDF: https://arxiv.org/pdf/2510.16880
• Github: https://github.com/davidweidawang/Chem-R

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🔹 Title: UltraGen: High-Resolution Video Generation with Hierarchical Attention

🔹 Publication Date: Published on Oct 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.18775
• PDF: https://arxiv.org/pdf/2510.18775
• Project Page: https://sjtuplayer.github.io/projects/UltraGen/

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🔹 Title: UniGenBench++: A Unified Semantic Evaluation Benchmark for Text-to-Image Generation

🔹 Publication Date: Published on Oct 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.18701
• PDF: https://arxiv.org/pdf/2510.18701
• Project Page: https://codegoat24.github.io/UniGenBench/
• Github: https://github.com/CodeGoat24/UniGenBench

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🔹 Title: LightMem: Lightweight and Efficient Memory-Augmented Generation

🔹 Publication Date: Published on Oct 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.18866
• PDF: https://arxiv.org/pdf/2510.18866
• Github: https://github.com/zjunlp/LightMem

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🔹 Title: Towards Faithful and Controllable Personalization via Critique-Post-Edit Reinforcement Learning

🔹 Publication Date: Published on Oct 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.18849
• PDF: https://arxiv.org/pdf/2510.18849

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🔹 Title: ProCLIP: Progressive Vision-Language Alignment via LLM-based Embedder

🔹 Publication Date: Published on Oct 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.18795
• PDF: https://arxiv.org/pdf/2510.18795

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🔹 Title: World-in-World: World Models in a Closed-Loop World

🔹 Publication Date: Published on Oct 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.18135
• PDF: https://arxiv.org/pdf/2510.18135

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🔹 Title: MUG-V 10B: High-efficiency Training Pipeline for Large Video Generation Models

🔹 Publication Date: Published on Oct 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.17519
• PDF: https://arxiv.org/pdf/2510.17519
• Project Page: https://github.com/Shopee-MUG/MUG-V
• Github: https://github.com/Shopee-MUG/MUG-V

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🔹 Title: Video Reasoning without Training

🔹 Publication Date: Published on Oct 19

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.17045
• PDF: https://arxiv.org/pdf/2510.17045

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🔹 Title: ssToken: Self-modulated and Semantic-aware Token Selection for LLM Fine-tuning

🔹 Publication Date: Published on Oct 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.18250
• PDF: https://arxiv.org/pdf/2510.18250

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🔹 Title: DSI-Bench: A Benchmark for Dynamic Spatial Intelligence

🔹 Publication Date: Published on Oct 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.18873
• PDF: https://arxiv.org/pdf/2510.18873
• Project Page: https://dsibench.github.io/
• Github: https://github.com/SpatialVision/dsibench

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🔹 Title: Unleashing Scientific Reasoning for Bio-experimental Protocol Generation via Structured Component-based Reward Mechanism

🔹 Publication Date: Published on Oct 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15600
• PDF: https://arxiv.org/pdf/2510.15600

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🔹 Title: Mono4DGS-HDR: High Dynamic Range 4D Gaussian Splatting from Alternating-exposure Monocular Videos

🔹 Publication Date: Published on Oct 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.18489
• PDF: https://arxiv.org/pdf/2510.18489
• Project Page: https://liujf1226.github.io/Mono4DGS-HDR/
• Github: https://github.com/LiuJF1226/Mono4DGS-HDR

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🔹 Title: EvoSyn: Generalizable Evolutionary Data Synthesis for Verifiable Learning

🔹 Publication Date: Published on Oct 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.17928
• PDF: https://arxiv.org/pdf/2510.17928
• Github: https://github.com/kinza99/openevolve

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/Elynden/AgentBench-EvoSyn
• https://huggingface.co/datasets/Elynden/LiveCodeBench-EvoSyn

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🔹 Title: AlphaQuanter: An End-to-End Tool-Orchestrated Agentic Reinforcement Learning Framework for Stock Trading

🔹 Publication Date: Published on Oct 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.14264
• PDF: https://arxiv.org/pdf/2510.14264
• Project Page: https://alphaquanter.github.io/
• Github: https://github.com/AlphaQuanter/AlphaQuanter

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🔹 Title: PRISMM-Bench: A Benchmark of Peer-Review Grounded Multimodal Inconsistencies

🔹 Publication Date: Published on Oct 18

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.16505
• PDF: https://arxiv.org/pdf/2510.16505
• Github: https://github.com/da-luggas/prismm-bench

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🔹 Title: Extracting alignment data in open models

🔹 Publication Date: Published on Oct 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.18554
• PDF: https://arxiv.org/pdf/2510.18554

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🔹 Title: PokeeResearch: Effective Deep Research via Reinforcement Learning from AI Feedback and Robust Reasoning Scaffold

🔹 Publication Date: Published on Oct 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.15862
• PDF: https://arxiv.org/pdf/2510.15862
• Github: https://github.com/Pokee-AI/PokeeResearchOSS

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