Olympiad Gold Becomes a Two-Step Recipe

Featured

• Achieving Gold-Medal-Level Olympiad Reasoning via Simple and Unified Scaling score 10
  入选 HF Daily Papers; HF 热度: 135 upvotes (+4); 有代码实现; 关键词(2): scaling, reasoning
• MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory score 10
  入选 HF Daily Papers; HF 热度: 48 upvotes (+4); 有代码实现; 关键词(1): reasoning
• Warp-as-History: Generalizable Camera-Controlled Video Generation from One Training Video score 10
  入选 HF Daily Papers; HF 热度: 34 upvotes (+4); 有代码实现; 关键词(3): lightweight, finetuning, post-training
• Self-Distilled Agentic Reinforcement Learning score 10
  入选 HF Daily Papers; HF 热度: 75 upvotes (+4); 有代码实现; 关键词(4): distillation, GRPO, post-training, agentic
• Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems score 10
  入选 HF Daily Papers; HF 热度: 42 upvotes (+4); 有代码实现; 关键词(2): tool use, reasoning
• Many-Shot CoT-ICL: Making In-Context Learning Truly Learn score 8
  入选 HF Daily Papers; HF 热度: 28 upvotes (+4); 关键词(3): scaling, fine-tuning, reasoning
• Retrieval is Cheap, Show Me the Code: Executable Multi-Hop Reasoning for Retrieval-Augmented Generation score 8
  入选 HF Daily Papers; HF 热度: 8 upvotes (+2); 有代码实现; 关键词(3): retrieval-augmented, RAG, reasoning
• Orchard: An Open-Source Agentic Modeling Framework score 9
  入选 HF Daily Papers; HF 热度: 12 upvotes (+3); 有代码实现; 关键词(7): lightweight, agentic, tool use, coding, reasoning
• Orthrus: Memory-Efficient Parallel Token Generation via Dual-View Diffusion score 9
  入选 HF Daily Papers; HF 热度: 10 upvotes (+3); 有代码实现; 关键词(2): lightweight, throughput
• RealICU: Do LLM Agents Understand Long-Context ICU Data? A Benchmark Beyond Behavior Imitation score 8
  入选 HF Daily Papers; HF 热度: 7 upvotes (+2); 有代码实现; 关键词(1): reasoning

Also Worth Noting

• VGGT-Edit: Feed-forward Native 3D Scene Editing with Residual Field Prediction score 6
  入选 HF Daily Papers; HF 热度: 13 upvotes (+3)
• PersonalAI 2.0: Enhancing knowledge graph traversal/retrieval with planning mechanism for Personalized LLM Agents score 4
  入选 HF Daily Papers; 关键词(2): retrieval-augmented, reasoning
• Data Difficulty and the Generalization--Extrapolation Tradeoff in LLM Fine-Tuning score 4
  机构: Amazon; 关键词(1): fine-tuning
• Nexus : An Agentic Framework for Time Series Forecasting score 4
  入选 HF Daily Papers; 关键词(2): agentic, reasoning
• Learning to Build the Environment: Self-Evolving Reasoning RL via Verifiable Environment Synthesis score 6
  入选 HF Daily Papers; HF 热度: 5 upvotes (+2); 关键词(2): reasoning, synthetic data
• Monitoring Data-aware Temporal Properties (Extended Version) score 4
  关键词(1): reasoning; 顶会接收: IJCAI
• Video2GUI: Synthesizing Large-Scale Interaction Trajectories for Generalized GUI Agent Pretraining score 4
  关键词(2): pre-training, pretraining; 顶会接收: ICML