视频模型栽在组合编辑，MoE败在路由

重点关注

• CoVEBench: Can Video Editing Models Handle Complex Instructions? score 9
  入选 HF Daily Papers；HF 热度: 44 upvotes (+4)；有代码实现

也值得关注

• OctaOctree Neural Radiosity for Real-time Glossy Material Rendering score 4
  机构: Peking University；关键词(1): real-time
• What Makes a Desired Graph for Relational Deep Learning? score 4
  关键词(1): reasoning；顶会接收: ICML
• From Player to Master: Enhancing Test-Time Learning of LLM Agents via Reinforcement Learning over Memory score 4
  关键词(1): GRPO；顶会接收: ICML
• Shift-Dependent Asymmetry: Orthogonal Inverse Low-Rank Adaptation for Federated Medical Segmentation score 4
  关键词(1): fine-tuning；顶会接收: ICML
• Q-Delta: Beyond Key-Value Associative State Evolution score 4
  关键词(1): throughput；顶会接收: ICML
• STAR: Rethinking MoE Routing as Structure-Aware Subspace Learning score 4
  关键词(1): MoE；顶会接收: ICML
• Inference-Time Conformal Reasoning with Valid Factuality Control for Large Language Models score 4
  关键词(1): reasoning；顶会接收: ICML
• Declarative Outcome-Conformant Synthesis: Exact, Closed-Form Specification Satisfaction and a Conformance Benchmark score 3
  机构: MIT