🔹 Title: SurveyBench: How Well Can LLM(-Agents) Write Academic Surveys?

🔹 Publication Date: Published on Oct 3

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.03120
• PDF: https://arxiv.org/pdf/2510.03120

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🔹 Title: Free Lunch Alignment of Text-to-Image Diffusion Models without Preference Image Pairs

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25771
• PDF: https://arxiv.org/pdf/2509.25771
• Github: https://github.com/DSL-Lab/T2I-Free-Lunch-Alignment

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🔹 Title: Your Agent May Misevolve: Emergent Risks in Self-evolving LLM Agents

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26354
• PDF: https://arxiv.org/pdf/2509.26354
• Github: https://github.com/ShaoShuai0605/Misevolution

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🔹 Title: LSPO: Length-aware Dynamic Sampling for Policy Optimization in LLM Reasoning

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01459
• PDF: https://arxiv.org/pdf/2510.01459
• Github: https://github.com/laonahongchen/LSPO

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🔹 Title: Efficient Multi-modal Large Language Models via Progressive Consistency Distillation

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.00515
• PDF: https://arxiv.org/pdf/2510.00515
• Project Page: https://zichenwen1.github.io/EPIC
• Github: https://zichenwen1.github.io/EPIC

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🔹 Title: CoDA: Agentic Systems for Collaborative Data Visualization

🔹 Publication Date: Published on Oct 3

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.03194
• PDF: https://arxiv.org/pdf/2510.03194

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🔹 Title: WAInjectBench: Benchmarking Prompt Injection Detections for Web Agents

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01354
• PDF: https://arxiv.org/pdf/2510.01354
• Github: https://github.com/Norrrrrrr-lyn/WAInjectBench

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🔹 Title: Align Your Tangent: Training Better Consistency Models via Manifold-Aligned Tangents

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.00658
• PDF: https://arxiv.org/pdf/2510.00658
• Github: https://github.com/1202kbs/AYT

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🔹 Title: A Practitioner's Guide to Multi-turn Agentic Reinforcement Learning

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01132
• PDF: https://arxiv.org/pdf/2510.01132
• Github: https://github.com/pearls-lab/meow-tea-taro

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🔹 Title: Triangle Splatting+: Differentiable Rendering with Opaque Triangles

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25122
• PDF: https://arxiv.org/pdf/2509.25122

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🔹 Title: Apriel-1.5-15b-Thinker

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01141
• PDF: https://arxiv.org/pdf/2510.01141

🔹 Datasets citing this paper:
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🔹 Spaces citing this paper:
• https://huggingface.co/spaces/ServiceNow-AI/Apriel-Chat
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🔹 Title: LEAML: Label-Efficient Adaptation to Out-of-Distribution Visual Tasks for Multimodal Large Language Models

🔹 Publication Date: Published on Oct 3

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.03232
• PDF: https://arxiv.org/pdf/2510.03232

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🔹 Title: NuRisk: A Visual Question Answering Dataset for Agent-Level Risk Assessment in Autonomous Driving

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25944
• PDF: https://arxiv.org/pdf/2509.25944
• Project Page: https://anonymous-research-icra2026.github.io/Nurisk/

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🔹 Title: OrtSAE: Orthogonal Sparse Autoencoders Uncover Atomic Features

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.22033
• PDF: https://arxiv.org/pdf/2509.22033

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🔹 Title: DiffTester: Accelerating Unit Test Generation for Diffusion LLMs via Repetitive Pattern

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24975
• PDF: https://arxiv.org/pdf/2509.24975
• Github: https://github.com/wellbeingyang/DLM4UTG-open

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/wellbeing/TestEval-extend

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🔹 Title: Scaling Policy Compliance Assessment in Language Models with Policy Reasoning Traces

🔹 Publication Date: Published on Sep 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23291
• PDF: https://arxiv.org/pdf/2509.23291

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🔹 Title: TalkPlay-Tools: Conversational Music Recommendation with LLM Tool Calling

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01698
• PDF: https://arxiv.org/pdf/2510.01698
• Project Page: https://talkpl.ai/p/talkplay_tools/index.html
• Github: https://github.com/talkpl-ai/talkplay-tools

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🔹 Title: Large Reasoning Models Learn Better Alignment from Flawed Thinking

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.00938
• PDF: https://arxiv.org/pdf/2510.00938

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🔹 Title: Game-Time: Evaluating Temporal Dynamics in Spoken Language Models

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26388
• PDF: https://arxiv.org/pdf/2509.26388
• Project Page: https://ga642381.github.io/Game-Time
• Github: https://ga642381.github.io/Game-Time

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/gametime-benchmark/gametime

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🔹 Title: Consolidating Reinforcement Learning for Multimodal Discrete Diffusion Models

🔹 Publication Date: Published on Oct 3

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.02880
• PDF: https://arxiv.org/pdf/2510.02880
• Github: https://github.com/martian422/MaskGRPO

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