4B模型升5.93点，AuK提速4.5倍

重点关注

• NeoHorse-1: Towards Recursive Self-Improvement via Agentic Post-Training with Routing Harness score 10
  入选 HF Daily Papers；HF 热度: 386 upvotes (+4)；有代码实现；关键词(7): distillation, fine-tuning, post-training, agentic, tool use
• Miles v0.1: Production-Level Post-Training score 10
  入选 HF Daily Papers；HF 热度: 50 upvotes (+4)；有代码实现；关键词(7): distillation, deployment, production, fine-tuning, post-training
• Environments as Scaffold: Enriching Feedback to Bootstrap Self-Evolving Agents in Long-Horizon Tasks score 10
  入选 HF Daily Papers；HF 热度: 21 upvotes (+4)；有代码实现；关键词(3): fine-tuning, GRPO, reasoning

也值得关注

• WorldAgen: Unified State-Action Prediction with Test-Time World Model Training score 4
  关键词(4): lightweight, deployment, pretraining, vision-language；顶会接收: AAAI
• OntologyBench: Can Dense Retrieval Satisfy Structured Biomedical Constraints? score 4
  关键词(1): fine-tuning；顶会接收: EMNLP
• Less Is Personal: Learning Minimal Sufficient User Profiles for Personalized Language Models score 4
  机构: Huawei；关键词(2): lightweight, retrieval-augmented
• A Better Spur Should Start From Each Objective score 4
  关键词(2): deployment, code generation；顶会接收: EMNLP
• RepoNav: From Snippet Retrieval to File-Centered Repository Navigation for Code Agents score 4
  关键词(1): lightweight；顶会接收: EMNLP
• CAR-MIL: Counterfactual Attention Regularization for Multiple Instance Learning score 4
  关键词(2): lightweight, reasoning；顶会接收: ECCV
• Do Reviewers Still Reward Lexical Complexity? A Frozen-Rater Study of Preference Drift in 124K ICLR Reviews score 4
  机构: Peking University；关键词(1): production
• CausalChapter: Improving Long-Video Chaptering with Interventional Dependency Modeling score 4
  关键词(1): lightweight；顶会接收: EMNLP
• AuK Technical Report: An Open-Source Foundational Model for Speech Generation and Editing score 13
  机构: Tencent；入选 HF Daily Papers；HF 热度: 199 upvotes (+4)；有代码实现；关键词(3): post-training, pre-training, open-source
• PlannerForge: LLM Agents for Scenario-Based Testing of Motion Planners in Autonomous Driving score 9
  入选 HF Daily Papers；有代码实现；关键词(2): fine-tuning, open-source；顶会接收: EMNLP
• PIC: Revisiting INR for Image Coding with Fast Encoding and Sub-Millisecond Decoding score 4
  关键词(1): coding；顶会接收: ECCV
• It's Not RoPE that Creates Sinks: The Role of Self-Concentration and Value-Non-Mixing in Attention score 4
  关键词(1): quantization；顶会接收: EMNLP
• Canonical Color as a Lens into Concept Decodability in Vision Encoders and VLMs score 4
  关键词(2): post-training, vision-language；顶会接收: EMNLP
• Tracing Stereotypes from Representation to Output in Multilingual LLMs score 3
  顶会接收: EMNLP