4B agent几千条轨迹追平闭源CUA

重点关注

• K-BrowseComp: A Web Browsing Agent Benchmark Grounded in Korean Contexts score 10
  入选 HF Daily Papers；HF 热度: 51 upvotes (+4)；有代码实现；关键词(2): agentic, reasoning
• X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding score 10
  入选 HF Daily Papers；HF 热度: 30 upvotes (+4)；有代码实现；关键词(1): reasoning
• On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters score 8
  入选 HF Daily Papers；HF 热度: 135 upvotes (+4)；关键词(3): scaling, serving, fine-tuning
• MCP-Persona: Benchmarking LLM Agents on Real-World Personal Applications via Environment Simulation score 9
  入选 HF Daily Papers；HF 热度: 14 upvotes (+3)；有代码实现；关键词(1): tool use
• VLMs are Good Teachers for Video Reasoning via Adaptive Test-Time Optimization score 8
  入选 HF Daily Papers；HF 热度: 25 upvotes (+4)；关键词(4): scaling, lightweight, reasoning, vision-language
• OpenWebRL: Demystifying Online Multi-turn Reinforcement Learning for Visual Web Agents score 9
  入选 HF Daily Papers；HF 热度: 15 upvotes (+3)；有代码实现；关键词(4): post-training, agentic, reasoning, open-source
• Joint Agent Memory and Exploration Learning via Novelty Signals score 9
  入选 HF Daily Papers；HF 热度: 12 upvotes (+3)；有代码实现；关键词(1): agentic
• LongLive-RAG: A General Retrieval-Augmented Framework for Long Video Generation score 9
  入选 HF Daily Papers；HF 热度: 15 upvotes (+3)；有代码实现；关键词(3): lightweight, retrieval-augmented, RAG
• Multi-Agent Computer Use score 6
  入选 HF Daily Papers；HF 热度: 5 upvotes (+2)；关键词(1): scaling
• Off-the-Shelf LLMs as Process Scorers: Training-Free Alternative to PRMs for Mathematical Reasoning score 6
  入选 HF Daily Papers；HF 热度: 6 upvotes (+2)；关键词(1): reasoning

也值得关注

• PhyScene3D: Physically Consistent Interactive 3D Tabletop Scene Generation score 4
  关键词(1): reasoning；顶会接收: ICML
• Understanding Identity Continuity in Thermal Video through Scene-Level Consistency score 4
  关键词(1): lightweight；顶会接收: CVPR
• Improving Visual Token Reduction via Rectifying Distortions for Efficient Multimodal LLM Inference score 4
  关键词(2): latency, vision-language；顶会接收: ICML
• Order within Chaos: Capturing Intrinsic Energy Anomalies for AI-Manipulated Image Forgery Localization score 4
  关键词(1): synthetic data；顶会接收: ICML
• Explainable Forensics of Manipulated Segments in Untrimmed Long Videos score 4
  关键词(1): reasoning；顶会接收: ICML
• Initialization is Half the Battle: Generating Diverse Images from a Guidance Potential Posterior score 4
  关键词(1): text-to-image；顶会接收: ICML
• Active Exploring like a Pigeon: Reinforcing Spatial Reasoning via Agentic Vision-Language Models score 4
  关键词(5): serving, finetuning, agentic, reasoning, vision-language；顶会接收: ICML
• MASER: Modality-Adaptive Specialist Routing for Embodied 3D Spatial Intelligence score 4
  关键词(4): lightweight, reasoning, vision-language, embodied；顶会接收: CVPR
• Thinking in Blender: Staged Executable Inverse Graphics with Vision-Language Models score 4
  入选 HF Daily Papers；关键词(2): agentic, vision-language
• Demystifying Multimodal Biomolecular Co-design With Intrinsic Geodesic Coupling score 3
  顶会接收: ICML
• Divide and Conquer: Reliable Multi-View Evidential Learning for Deepfake Detection score 3
  顶会接收: ICML
• Convex Distance Operator Transport: A Convex and Geometry-Preserving Formulation score 3
  顶会接收: ICML
• Rethinking Evaluation Paradigms in IBP-based Certified Training score 3
  顶会接收: ICML