Stable Agent Protocols and 18% Cheaper Loops

Featured

• StudentSim: Training LLM-based Student Simulators score 9
  入选 HF Daily Papers; HF 热度: 478 upvotes (+4); 有代码实现
• Evaluating Multimodal LLMs as Generalist Vision-Language-Action Agents for Drone Control: Commanding, Approaching, Tracking and Searching score 10
  入选 HF Daily Papers; HF 热度: 24 upvotes (+4); 有代码实现; 关键词(4): edge, fine-tuning, vision-language, embodied
• H3-World: Turning Language Understanding into World Control score 10
  入选 HF Daily Papers; HF 热度: 47 upvotes (+4); 有代码实现; 关键词(2): lightweight, pretraining
• EM^2Mem: Event-Centric Multimodal Memory for Large Language Models score 7
  入选 HF Daily Papers; HF 热度: 12 upvotes (+3); 关键词(1): latency
• SMELT: Scaling Laws for Compute-Matched MoE Looped Transformers score 8
  入选 HF Daily Papers; HF 热度: 86 upvotes (+4); 关键词(2): scaling, MoE
• Control-Data Flow Separation: Stable Prompt Optimization in Multi-Agent LLMs score 8
  入选 HF Daily Papers; HF 热度: 8 upvotes (+2); 有代码实现; 关键词(1): reasoning
• Uncovering Understanding-Generation Synergy in Native Unified Multimodal Models: From Representation, Task to System score 7
  入选 HF Daily Papers; HF 热度: 23 upvotes (+4)
• The Safeguard Worked. Is the LLM System Safer? score 5
  入选 HF Daily Papers; HF 热度: 4 upvotes (+1); 关键词(1): deployment
• Harness-of-Harness: Multi-Day Autonomous Software Development with Continual Improvement score 7
  入选 HF Daily Papers; HF 热度: 13 upvotes (+3); 关键词(2): deployment, coding
• ReFlowSET: Representation-Aligned Latent Flow Matching for SAR-to-EO Image Translation score 7
  入选 HF Daily Papers; HF 热度: 5 upvotes (+2); 有代码实现

Also Worth Noting

• Runtime-Independent Persistent Agents: Preserving Identity, Memory, and Code Across Models, Harnesses, and Servers score 4
  机构: University of Washington; 关键词(1): deployment
• Aligned but Flattened: Analyzing the Trade-off between Cultural Alignment and Diversity in LLMs score 4
  关键词(2): fine-tuning, post-training; 顶会接收: EMNLP
• DramaChain Bench: An End-to-End Benchmark for Short-Drama Generation score 9
  机构: Tencent; 入选 HF Daily Papers; HF 热度: 5 upvotes (+2); 关键词(2): production, agentic