🔹 Title: Scaling Laws Meet Model Architecture: Toward Inference-Efficient LLMs

🔹 Publication Date: Published on Oct 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.18245
• PDF: https://arxiv.org/pdf/2510.18245

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🔹 Title: Adamas: Hadamard Sparse Attention for Efficient Long-Context Inference

🔹 Publication Date: Published on Oct 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.18413
• PDF: https://arxiv.org/pdf/2510.18413

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🔹 Title: Long-Context Attention Benchmark: From Kernel Efficiency to Distributed Context Parallelism

🔹 Publication Date: Published on Oct 19

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.17896
• PDF: https://arxiv.org/pdf/2510.17896

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🔹 Title: MSC-Bench: A Rigorous Benchmark for Multi-Server Tool Orchestration

🔹 Publication Date: Published on Oct 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.19423
• PDF: https://arxiv.org/pdf/2510.19423

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🔹 Title: WorldGrow: Generating Infinite 3D World

🔹 Publication Date: Published on Oct 24

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.21682
• PDF: https://arxiv.org/pdf/2510.21682

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🔹 Title: PhysWorld: From Real Videos to World Models of Deformable Objects via Physics-Aware Demonstration Synthesis

🔹 Publication Date: Published on Oct 24

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.21447
• PDF: https://arxiv.org/pdf/2510.21447

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🔹 Title: ARC-Encoder: learning compressed text representations for large language models

🔹 Publication Date: Published on Oct 23

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.20535
• PDF: https://arxiv.org/pdf/2510.20535
• Github: https://github.com/kyutai-labs/ARC-Encoder

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/kyutai/ARC_finetuning

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🔹 Title: DeepAgent: A General Reasoning Agent with Scalable Toolsets

🔹 Publication Date: Published on Oct 24

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.21618
• PDF: https://arxiv.org/pdf/2510.21618
• Github: https://github.com/RUC-NLPIR/DeepAgent

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🔹 Title: UI-Ins: Enhancing GUI Grounding with Multi-Perspective Instruction-as-Reasoning

🔹 Publication Date: Published on Oct 23

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.20286
• PDF: https://arxiv.org/pdf/2510.20286

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🔹 Title: Video-As-Prompt: Unified Semantic Control for Video Generation

🔹 Publication Date: Published on Oct 23

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.20888
• PDF: https://arxiv.org/pdf/2510.20888
• Project Page: https://bytedance.github.io/Video-As-Prompt/
• Github: https://github.com/bytedance/Video-As-Prompt

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/BianYx/VAP-Data

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🔹 Title: From Denoising to Refining: A Corrective Framework for Vision-Language Diffusion Model

🔹 Publication Date: Published on Oct 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.19871
• PDF: https://arxiv.org/pdf/2510.19871

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🔹 Title: Model Merging with Functional Dual Anchors

🔹 Publication Date: Published on Oct 24

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.21223
• PDF: https://arxiv.org/pdf/2510.21223
• Project Page: https://spherelab.ai/fda/
• Github: https://github.com/Sphere-AI-Lab/fda/tree/main

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🔹 Title: A Definition of AGI

🔹 Publication Date: Published on Oct 21

🔹 Paper Links:
• arXiv Page: https://arxivexplained.com/papers/a-definition-of-agi
• PDF: https://arxiv.org/pdf/2510.18212

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🔹 Title: Visual Diffusion Models are Geometric Solvers

🔹 Publication Date: Published on Oct 24

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.21697
• PDF: https://arxiv.org/pdf/2510.21697
• Project Page: https://kariander1.github.io/visual-geo-solver/
• Github: https://github.com/kariander1/visual-geo-solver

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🔹 Title: AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite

🔹 Publication Date: Published on Oct 24

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.21652
• PDF: https://arxiv.org/pdf/2510.21652

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🔹 Title: Document Understanding, Measurement, and Manipulation Using Category Theory

🔹 Publication Date: Published on Oct 24

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.21553
• PDF: https://arxiv.org/pdf/2510.21553

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🔹 Title: RECALL: REpresentation-aligned Catastrophic-forgetting ALLeviation via Hierarchical Model Merging

🔹 Publication Date: Published on Oct 23

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.20479
• PDF: https://arxiv.org/pdf/2510.20479

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🔹 Title: Map the Flow: Revealing Hidden Pathways of Information in VideoLLMs

🔹 Publication Date: Published on Oct 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.13251
• PDF: https://arxiv.org/pdf/2510.13251
• Project Page: https://map-the-flow.github.io
• Github: https://github.com/byminji/map-the-flow

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🔹 Title: RAPO++: Cross-Stage Prompt Optimization for Text-to-Video Generation via Data Alignment and Test-Time Scaling

🔹 Publication Date: Published on Oct 23

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.20206
• PDF: https://arxiv.org/pdf/2510.20206
• Project Page: https://whynothaha.github.io/RAPO_plus_github/
• Github: https://github.com/Vchitect/RAPO

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🔹 Title: Sparser Block-Sparse Attention via Token Permutation

🔹 Publication Date: Published on Oct 24

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.21270
• PDF: https://arxiv.org/pdf/2510.21270
• Github: https://github.com/xinghaow99/pbs-attn

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🔹 Title: Taming Modality Entanglement in Continual Audio-Visual Segmentation

🔹 Publication Date: Published on Oct 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.17234
• PDF: https://arxiv.org/pdf/2510.17234

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