🔹 Title: G^2RPO: Granular GRPO for Precise Reward in Flow Models

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01982
• PDF: https://arxiv.org/pdf/2510.01982
• Project Page: https://bujiazi.github.io/g2rpo.github.io/
• Github: https://github.com/bcmi/Granular-GRPO

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🔹 Title: Beyond Monolingual Assumptions: A Survey of Code-Switched NLP in the Era of Large Language Models

🔹 Publication Date: Published on Oct 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.07037
• PDF: https://arxiv.org/pdf/2510.07037
• Github: https://github.com/lingo-iitgn/awesome-code-mixing/

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🔹 Title: StaMo: Unsupervised Learning of Generalizable Robot Motion from Compact State Representation

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.05057
• PDF: https://arxiv.org/pdf/2510.05057
• Github: https://aim-uofa.github.io/StaMo/

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🔹 Title: Are We Using the Right Benchmark: An Evaluation Framework for Visual Token Compression Methods

🔹 Publication Date: Published on Oct 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.07143
• PDF: https://arxiv.org/pdf/2510.07143
• Github: https://github.com/Chenfei-Liao/VTC-Bench

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🔹 Title: Online Generic Event Boundary Detection

🔹 Publication Date: Published on Oct 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.06855
• PDF: https://arxiv.org/pdf/2510.06855
• Project Page: https://carpedkm.github.io/projects/online_gebd/index.html

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🔹 Title: Heptapod: Language Modeling on Visual Signals

🔹 Publication Date: Published on Oct 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.06673
• PDF: https://arxiv.org/pdf/2510.06673

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🔹 Title: NorMuon: Making Muon more efficient and scalable

🔹 Publication Date: Published on Oct 7

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.05491
• PDF: https://arxiv.org/pdf/2510.05491

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🔹 Title: RLinf-VLA: A Unified and Efficient Framework for VLA+RL Training

🔹 Publication Date: Published on Oct 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.06710
• PDF: https://arxiv.org/pdf/2510.06710
• Project Page: https://rlinf.readthedocs.io/en/latest/
• Github: https://github.com/RLinf/RLinf

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🔹 Title: Patch-as-Decodable-Token: Towards Unified Multi-Modal Vision Tasks in MLLMs

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01954
• PDF: https://arxiv.org/pdf/2510.01954
• Github: https://github.com/Gorilla-Lab-SCUT/PaDT

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/PaDT-MLLM/RefCOCO
• https://huggingface.co/datasets/PaDT-MLLM/COCO
• https://huggingface.co/datasets/PaDT-MLLM/ReferringImageCaptioning

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🔹 Title: The African Languages Lab: A Collaborative Approach to Advancing Low-Resource African NLP

🔹 Publication Date: Published on Oct 7

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.05644
• PDF: https://arxiv.org/pdf/2510.05644

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🔹 Title: Native Hybrid Attention for Efficient Sequence Modeling

🔹 Publication Date: Published on Oct 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.07019
• PDF: https://arxiv.org/pdf/2510.07019
• Project Page: https://github.com/JusenD/NHA
• Github: https://github.com/JusenD/NHA

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🔹 Title: DeepTravel: An End-to-End Agentic Reinforcement Learning Framework for Autonomous Travel Planning Agents

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.21842
• PDF: https://arxiv.org/pdf/2509.21842

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🔹 Title: The Markovian Thinker

🔹 Publication Date: Published on Oct 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.06557
• PDF: https://arxiv.org/pdf/2510.06557
• Github: https://github.com/McGill-NLP/the-markovian-thinker

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🔹 Title: Revisiting the Uniform Information Density Hypothesis in LLM Reasoning Traces

🔹 Publication Date: Published on Oct 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.06953
• PDF: https://arxiv.org/pdf/2510.06953

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🔹 Title: Pushing on Multilingual Reasoning Models with Language-Mixed Chain-of-Thought

🔹 Publication Date: Published on Oct 5

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04230
• PDF: https://arxiv.org/pdf/2510.04230

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/KOREAson/YiSang-STEM_Code-Unfiltered
• https://huggingface.co/datasets/KOREAson/YiSang-HighQuality
• https://huggingface.co/datasets/KOREAson/YiSang-3.7M

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🔹 Title: CALM Before the STORM: Unlocking Native Reasoning for Optimization Modeling

🔹 Publication Date: Published on Oct 5

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04204
• PDF: https://arxiv.org/pdf/2510.04204

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🔹 Title: PuzzlePlex: Benchmarking Foundation Models on Reasoning and Planning with Puzzles

🔹 Publication Date: Published on Oct 7

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.06475
• PDF: https://arxiv.org/pdf/2510.06475

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🔹 Title: FinLFQA: Evaluating Attributed Text Generation of LLMs in Financial Long-Form Question Answering

🔹 Publication Date: Published on Oct 7

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.06426
• PDF: https://arxiv.org/pdf/2510.06426

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🔹 Title: Glocal Information Bottleneck for Time Series Imputation

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04910
• PDF: https://arxiv.org/pdf/2510.04910
• Github: https://github.com/Muyiiiii/NeurIPS-25-Glocal-IB

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🔹 Title: A Single Character can Make or Break Your LLM Evals

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.05152
• PDF: https://arxiv.org/pdf/2510.05152

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🔹 Title: Code Agent can be an End-to-end System Hacker: Benchmarking Real-world Threats of Computer-use Agent

🔹 Publication Date: Published on Oct 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.06607
• PDF: https://arxiv.org/pdf/2510.06607
• Project Page: https://eddyluo.com/AdvCUA/

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/MomoUchi/AdvCUA

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