🔹 Title: Scaling LLM Multi-turn RL with End-to-end Summarization-based Context Management

🔹 Publication Date: Published on Oct 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/pdf/2510.06727
• PDF: https://arxiv.org/pdf/2510.06727

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🔹 Title: The Role of Computing Resources in Publishing Foundation Model Research

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13621
• PDF: https://arxiv.org/pdf/2510.13621

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🔹 Title: Generative Universal Verifier as Multimodal Meta-Reasoner

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13804
• PDF: https://arxiv.org/pdf/2510.13804
• Project Page: https://omniverifier.github.io/

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🔹 Title: Trace Anything: Representing Any Video in 4D via Trajectory Fields

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13802
• PDF: https://arxiv.org/pdf/2510.13802

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🔹 Title: Deflanderization for Game Dialogue: Balancing Character Authenticity with Task Execution in LLM-based NPCs

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13586
• PDF: https://arxiv.org/pdf/2510.13586
• Project Page: https://huggingface.co/collections/Character-lab/emnlp-cpdc-wordplay-2025-68dcd9f5cc8c8bc209875c1c

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🔹 Title: PhysMaster: Mastering Physical Representation for Video Generation via Reinforcement Learning

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13809
• PDF: https://arxiv.org/pdf/2510.13809
• Project Page: https://sihuiji.github.io/PhysMaster-Page/

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🔹 Title: Hard2Verify: A Step-Level Verification Benchmark for Open-Ended Frontier Math

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13744
• PDF: https://arxiv.org/pdf/2510.13744
• Github: https://github.com/SalesforceAIResearch/Hard2Verify

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/Salesforce/Hard2Verify

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🔹 Title: InteractiveOmni: A Unified Omni-modal Model for Audio-Visual Multi-turn Dialogue

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13747
• PDF: https://arxiv.org/pdf/2510.13747

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🔹 Title: UniME-V2: MLLM-as-a-Judge for Universal Multimodal Embedding Learning

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13515
• PDF: https://arxiv.org/pdf/2510.13515
• Project Page: https://garygutc.github.io/UniME-v2/
• Github: https://github.com/GaryGuTC/UniME-v2

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🔹 Title: ParallelBench: Understanding the Trade-offs of Parallel Decoding in Diffusion LLMs

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04767
• PDF: https://arxiv.org/pdf/2510.04767
• Project Page: https://parallelbench.github.io
• Github: https://github.com/furiosa-ai/ParallelBench

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🔹 Title: CVD-STORM: Cross-View Video Diffusion with Spatial-Temporal Reconstruction Model for Autonomous Driving

🔹 Publication Date: Published on Oct 9

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.07944
• PDF: https://arxiv.org/pdf/2510.07944
• Project Page: https://sensetime-fvg.github.io/CVD-STORM/
• Github: https://github.com/SenseTime-FVG/OpenDWM

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🔹 Title: Revisiting Model Interpolation for Efficient Reasoning

🔹 Publication Date: Published on Oct 13

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.10977
• PDF: https://arxiv.org/pdf/2510.10977
• Github: https://github.com/wutaiqiang/MI

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🔹 Title: Bee: A High-Quality Corpus and Full-Stack Suite to Unlock Advanced Fully Open MLLMs

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13795
• PDF: https://arxiv.org/pdf/2510.13795

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🔹 Title: NOSA: Native and Offloadable Sparse Attention

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13602
• PDF: https://arxiv.org/pdf/2510.13602

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🔹 Title: CoIRL-AD: Collaborative-Competitive Imitation-Reinforcement Learning in Latent World Models for Autonomous Driving

🔹 Publication Date: Published on Oct 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12560
• PDF: https://arxiv.org/pdf/2510.12560
• Project Page: https://seu-zxj.github.io/CoIRL-AD/
• Github: https://github.com/SEU-zxj/CoIRL-AD

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🔹 Title: MTSQL-R1: Towards Long-Horizon Multi-Turn Text-to-SQL via Agentic Training

🔹 Publication Date: Published on Oct 12

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.12831
• PDF: https://arxiv.org/pdf/2510.12831
• Github: https://github.com/taichengguo/MTSQL-R1

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🔹 Title: HyperAgent: Leveraging Hypergraphs for Topology Optimization in Multi-Agent Communication

🔹 Publication Date: Published on Oct 12

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.10611
• PDF: https://arxiv.org/pdf/2510.10611

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🔹 Title: GraphTracer: Graph-Guided Failure Tracing in LLM Agents for Robust Multi-Turn Deep Search

🔹 Publication Date: Published on Oct 12

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.10581
• PDF: https://arxiv.org/pdf/2510.10581

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🔹 Title: InternVLA-M1: A Spatially Guided Vision-Language-Action Framework for Generalist Robot Policy

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13778
• PDF: https://arxiv.org/pdf/2510.13778
• Project Page: https://internrobotics.github.io/internvla-m1.github.io/
• Github: https://github.com/InternRobotics/InternVLA-M1

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🔹 Title: Uni-MMMU: A Massive Multi-discipline Multimodal Unified Benchmark

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13759
• PDF: https://arxiv.org/pdf/2510.13759

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🔹 Title: LIBERO-Plus: In-depth Robustness Analysis of Vision-Language-Action Models

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13626
• PDF: https://arxiv.org/pdf/2510.13626
• Project Page: https://sylvestf.github.io/LIBERO-plus/
• Github: https://github.com/sylvestf/LIBERO-plus

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