🔹 Title: Sparse Query Attention (SQA): A Computationally Efficient Attention Mechanism with Query Heads Reduction

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01817
• PDF: https://arxiv.org/pdf/2510.01817
• Project Page: https://rxai.dev
• Github: https://github.com/RxAI-dev/rxnn-attention

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🔹 Title: Aristotle: IMO-level Automated Theorem Proving

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01346
• PDF: https://arxiv.org/pdf/2510.01346

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🔹 Title: Fine-Grained Detection of Context-Grounded Hallucinations Using LLMs

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.22582
• PDF: https://arxiv.org/pdf/2509.22582

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🔹 Title: Rethinking Thinking Tokens: LLMs as Improvement Operators

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01123
• PDF: https://arxiv.org/pdf/2510.01123

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📌 MobileNetV2 Paper Walkthrough: The Smarter Tiny Giant

🗂 Category: DEEP LEARNING

🕒 Date: 2025-10-03 | ⏱️ Read time: 28 min read

Understanding and implementing MobileNetV2 with PyTorch  — the next generation of MobileNetV1

🔹 Title: Improving GUI Grounding with Explicit Position-to-Coordinate Mapping

🔹 Publication Date: Published on Oct 3

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.03230
• PDF: https://arxiv.org/pdf/2510.03230

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🔹 Title: Self-Improvement in Multimodal Large Language Models: A Survey

🔹 Publication Date: Published on Oct 3

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.02665
• PDF: https://arxiv.org/pdf/2510.02665

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🔹 Title: How Confident are Video Models? Empowering Video Models to Express their Uncertainty

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.02571
• PDF: https://arxiv.org/pdf/2510.02571
• Project Page: https://s-qubed.github.io/
• Github: https://github.com/irom-princeton/s-qubed

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🔹 Title: Compose Your Policies! Improving Diffusion-based or Flow-based Robot Policies via Test-time Distribution-level Composition

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01068
• PDF: https://arxiv.org/pdf/2510.01068
• Project Page: https://sagecao1125.github.io/GPC-Site/
• Github: https://sagecao1125.github.io/GPC-Site/

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🔹 Title: REPAIR: Robust Editing via Progressive Adaptive Intervention and Reintegration

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01879
• PDF: https://arxiv.org/pdf/2510.01879

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🔹 Title: FocusAgent: Simple Yet Effective Ways of Trimming the Large Context of Web Agents

🔹 Publication Date: Published on Oct 3

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.03204
• PDF: https://arxiv.org/pdf/2510.03204

🔹 Datasets citing this paper:
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🔹 Title: SpineBench: A Clinically Salient, Level-Aware Benchmark Powered by the SpineMed-450k Corpus

🔹 Publication Date: Published on Oct 3

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.03160
• PDF: https://arxiv.org/pdf/2510.03160

🔹 Datasets citing this paper:
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🔹 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

🔹 Datasets citing this paper:
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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

🔹 Datasets citing this paper:
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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

🔹 Datasets citing this paper:
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