🔹 Title: TimeSeriesScientist: A General-Purpose AI Agent for Time Series Analysis

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01538
• PDF: https://arxiv.org/pdf/2510.01538

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🔹 Title: Spectral Scaling Laws in Language Models: How Effectively Do Feed-Forward Networks Use Their Latent Space?

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.00537
• PDF: https://arxiv.org/pdf/2510.00537

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🔹 Title: Agentic Jigsaw Interaction Learning for Enhancing Visual Perception and Reasoning in Vision-Language Models

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01304
• PDF: https://arxiv.org/pdf/2510.01304
• Project Page: https://yuzeng0-0.github.io/AGILE/
• Github: https://github.com/yuzeng0-0/AGILE

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🔹 Title: Learning to Reason for Hallucination Span Detection

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.02173
• PDF: https://arxiv.org/pdf/2510.02173

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🔹 Title: Visual Multi-Agent System: Mitigating Hallucination Snowballing via Visual Flow

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.21789
• PDF: https://arxiv.org/pdf/2509.21789

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🔹 Title: VideoNSA: Native Sparse Attention Scales Video Understanding

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.02295
• PDF: https://arxiv.org/pdf/2510.02295
• Project Page: https://enxinsong.com/VideoNSA-web/
• Github: https://github.com/Espere-1119-Song/VideoNSA

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🔹 Title: Tree-based Dialogue Reinforced Policy Optimization for Red-Teaming Attacks

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.02286
• PDF: https://arxiv.org/pdf/2510.02286

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🔹 Title: SQUARE: Semantic Query-Augmented Fusion and Efficient Batch Reranking for Training-free Zero-Shot Composed Image Retrieval

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26330
• PDF: https://arxiv.org/pdf/2509.26330

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🔹 Title: RLAD: Training LLMs to Discover Abstractions for Solving Reasoning Problems

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.02263
• PDF: https://arxiv.org/pdf/2510.02263

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🔹 Title: Generalized Parallel Scaling with Interdependent Generations

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01143
• PDF: https://arxiv.org/pdf/2510.01143

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🔹 Title: The Rogue Scalpel: Activation Steering Compromises LLM Safety

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.22067
• PDF: https://arxiv.org/pdf/2509.22067

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🔹 Title: IoT-MCP: Bridging LLMs and IoT Systems Through Model Context Protocol

🔹 Publication Date: Published on Sep 25

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01260
• PDF: https://arxiv.org/pdf/2510.01260

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🔹 Title: ModernVBERT: Towards Smaller Visual Document Retrievers

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01149
• PDF: https://arxiv.org/pdf/2510.01149
• Project Page: https://huggingface.co/ModernVBERT

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🔹 Title: Optimizing What Matters: AUC-Driven Learning for Robust Neural Retrieval

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.00137
• PDF: https://arxiv.org/pdf/2510.00137

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🔹 Title: One-Token Rollout: Guiding Supervised Fine-Tuning of LLMs with Policy Gradient

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.26313
• PDF: https://arxiv.org/pdf/2509.26313

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🔹 Title: Drawing Conclusions from Draws: Rethinking Preference Semantics in Arena-Style LLM Evaluation

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.02306
• PDF: https://arxiv.org/pdf/2510.02306
• Github: https://github.com/daemon/lmarena-draws

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🔹 Title: Think Right: Learning to Mitigate Under-Over Thinking via Adaptive, Attentive Compression

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01581
• PDF: https://arxiv.org/pdf/2510.01581
• Github: https://github.com/joykirat18/TRAAC

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🔹 Title: Controlled Generation for Private Synthetic Text

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.25729
• PDF: https://arxiv.org/pdf/2509.25729

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🔹 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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