🔹 Title: Learning Human-Perceived Fakeness in AI-Generated Videos via Multimodal LLMs

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.22646
• PDF: https://arxiv.org/pdf/2509.22646
• Project Page: https://deeptracereward.github.io/
• Github: https://deeptracereward.github.io/

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🔹 Title: Attention as a Compass: Efficient Exploration for Process-Supervised RL in Reasoning Models

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26628
• PDF: https://arxiv.org/pdf/2509.26628

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🔹 Title: OffTopicEval: When Large Language Models Enter the Wrong Chat, Almost Always!

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26495
• PDF: https://arxiv.org/pdf/2509.26495

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/declare-lab/OffTopicEval

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🔹 Title: Humanline: Online Alignment as Perceptual Loss

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24207
• PDF: https://arxiv.org/pdf/2509.24207

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🔹 Title: Regression Language Models for Code

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26476
• PDF: https://arxiv.org/pdf/2509.26476
• Github: https://github.com/google-deepmind/regress-lm

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🔹 Title: More Thought, Less Accuracy? On the Dual Nature of Reasoning in Vision-Language Models

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25848
• PDF: https://arxiv.org/pdf/2509.25848
• Project Page: https://xytian1008.github.io/VAPO/
• Github: https://github.com/xytian1008/VAPO

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🔹 Title: InfoAgent: Advancing Autonomous Information-Seeking Agents

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25189
• PDF: https://arxiv.org/pdf/2509.25189

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🔹 Title: Benefits and Pitfalls of Reinforcement Learning for Language Model Planning: A Theoretical Perspective

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.22613
• PDF: https://arxiv.org/pdf/2509.22613

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🔹 Title: Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26539
• PDF: https://arxiv.org/pdf/2509.26539

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🔹 Title: Test-Time Policy Adaptation for Enhanced Multi-Turn Interactions with LLMs

🔹 Publication Date: Published on Sep 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23166
• PDF: https://arxiv.org/pdf/2509.23166
• Github: https://github.com/kithib/ROSA

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🔹 Title: TAU: A Benchmark for Cultural Sound Understanding Beyond Semantics

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26329
• PDF: https://arxiv.org/pdf/2509.26329

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🔹 Title: VisualOverload: Probing Visual Understanding of VLMs in Really Dense Scenes

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25339
• PDF: https://arxiv.org/pdf/2509.25339
• Project Page: https://paulgavrikov.github.io/visualoverload/
• Github: https://github.com/paulgavrikov/visualoverload

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🔹 Title: Probing the Critical Point (CritPt) of AI Reasoning: a Frontier Physics Research Benchmark

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26574
• PDF: https://arxiv.org/pdf/2509.26574

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🔹 Title: Voice Evaluation of Reasoning Ability: Diagnosing the Modality-Induced Performance Gap

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26542
• PDF: https://arxiv.org/pdf/2509.26542

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🔹 Title: Knowledge Homophily in Large Language Models

🔹 Publication Date: Published on Sep 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.23773
• PDF: https://arxiv.org/pdf/2509.23773

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🔹 Title: Stable Cinemetrics : Structured Taxonomy and Evaluation for Professional Video Generation

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26555
• PDF: https://arxiv.org/pdf/2509.26555
• Project Page: https://stable-cinemetrics.github.io/

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🔹 Title: LayerD: Decomposing Raster Graphic Designs into Layers

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25134
• PDF: https://arxiv.org/pdf/2509.25134
• Project Page: https://cyberagentailab.github.io/LayerD/
• Github: https://cyberagentailab.github.io/LayerD/

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🔹 Title: MANI-Pure: Magnitude-Adaptive Noise Injection for Adversarial Purification

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25082
• PDF: https://arxiv.org/pdf/2509.25082

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🔹 Title: Who invented deep residual learning?

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24732
• PDF: https://arxiv.org/pdf/2509.24732

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🔹 Title: DeepScientist: Advancing Frontier-Pushing Scientific Findings Progressively

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26603
• PDF: https://arxiv.org/pdf/2509.26603
• Project Page: https://ai-researcher.net
• Github: https://github.com/ResearAI/DeepScientist

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