Semantic Rewrites Shift 23 of 29 Review Metrics

Featured

• Why Do Video Diffusion Models Violate Physics? Unveiling the Flaws in Attention Mechanisms score 8
  入选 HF Daily Papers; HF 热度: 9 upvotes (+2); 有代码实现; 关键词(2): lightweight, text-to-video
• One to More, More to One: Category-Aware Iterative Expert Training for Software Engineering Agents score 7
  入选 HF Daily Papers; HF 热度: 16 upvotes (+3); 关键词(2): distillation, agentic
• Mira-Scene: Pixel-Aligned Layouts for Generative 3D Scene score 7
  入选 HF Daily Papers; HF 热度: 3 upvotes (+1); 有代码实现; 关键词(1): open-source

Also Worth Noting

• OmniEcho: Spatial Audio Understanding for Embodied Agents score 4
  机构: Peking University; 关键词(3): reasoning, vision-language, embodied
• CE$^4$L: Continual Ego, Exo, and Ego-Exo Learning score 4
  关键词(2): lightweight, embodied; 顶会接收: ICML
• G6D: Geometric Learning-Free RGB-D 6D Pose Solver for Robotic Manipulation score 4
  机构: Tsinghua; 关键词(1): deployment
• Are Human-Aligned Models Models of Humans? A Turing-Test Gap in Preference Alignment score 4
  机构: Oxford; 关键词(1): DPO
• Q-TIE: A Lightweight and Generalizable Re-ranking Framework for Temporal Information Retrieval score 4
  关键词(3): lightweight, retrieval-augmented, RAG; 顶会接收: EMNLP
• Judging a Review by its Cover: A Reliability Analysis of LLM-based Peer Review Evaluation Metrics score 3
  机构: University of Toronto
• Retrieval Geometry Shapes Cache-Based Clip Adaptation score 3
  机构: Mila