专家推理结构做CoT，新类发现+13%

也值得关注

• Learning through Creation: A Hash-Free Framework for On-the-Fly Category Discovery score 4
  关键词(2): lightweight, compression；顶会接收: CVPR
• Step-CoT: Stepwise Visual Chain-of-Thought for Medical Visual Question Answering score 4
  关键词(1): reasoning；顶会接收: CVPR
• Concisely Explaining the Doubt: Minimum-Size Abductive Explanations for Linear Models with a Reject Option score 4
  机构: xAI；关键词(2): real-time, reasoning
• MMOU: A Massive Multi-Task Omni Understanding and Reasoning Benchmark for Long and Complex Real-World Videos score 4
  机构: NVIDIA；关键词(2): reasoning, open-source
• CIPHER: Culvert Inspection through Pairwise Frame Selection and High-Efficiency Reconstruction score 4
  关键词(1): real-time；顶会接收: ICCV
• Every Error has Its Magnitude: Asymmetric Mistake Severity Training for Multiclass Multiple Instance Learning score 3
  顶会接收: CVPR
• Routing Channel-Patch Dependencies in Time Series Forecasting with Graph Spectral Decomposition score 3
  顶会接收: ICLR
• PhyGaP: Physically-Grounded Gaussians with Polarization Cues score 3
  顶会接收: CVPR