10.6k SFT Trajectories Match Full RL Pipeline; Mamba Beats LZMA

Featured

• OpenSeeker-v2: Pushing the Limits of Search Agents with Informative and High-Difficulty Trajectories score 10
  入选 HF Daily Papers; HF 热度: 61 upvotes (+4); 有代码实现; 关键词(4): scaling, fine-tuning, pre-training, open-source
• PatRe: A Full-Stage Office Action and Rebuttal Generation Benchmark for Patent Examination score 8
  入选 HF Daily Papers; HF 热度: 6 upvotes (+2); 有代码实现; 关键词(2): reasoning, open-source
• StateSMix: Online Lossless Compression via Mamba State Space Models and Sparse N-gram Context Mixing score 8
  入选 HF Daily Papers; HF 热度: 6 upvotes (+2); 有代码实现; 关键词(5): scaling, compression, state space, mamba, coding
• Healthcare AI GYM for Medical Agents score 7
  入选 HF Daily Papers; HF 热度: 3 upvotes (+1); 有代码实现; 关键词(5): distillation, GRPO, agentic, tool use, reasoning
• The TTS-STT Flywheel: Synthetic Entity-Dense Audio Closes the Indic ASR Gap Where Commercial and Open-Source Systems Fail score 7
  入选 HF Daily Papers; HF 热度: 2 upvotes (+1); 有代码实现; 关键词(2): fine-tune, open-source
• SymptomAI: Towards a Conversational AI Agent for Everyday Symptom Assessment score 7
  入选 HF Daily Papers; HF 热度: 10 upvotes (+3); 关键词(1): agentic
• Workspace-Bench 1.0: Benchmarking AI Agents on Workspace Tasks with Large-Scale File Dependencies score 6
  入选 HF Daily Papers; HF 热度: 6 upvotes (+2); 关键词(1): reasoning

Also Worth Noting

• Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning score 6
  入选 HF Daily Papers; HF 热度: 7 upvotes (+2); 关键词(4): throughput, post-training, agentic, reasoning
• iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework score 8
  入选 HF Daily Papers; HF 热度: 4 upvotes (+1); 关键词(2): reasoning, leaderboard; 顶会接收: ICML
• AniMatrix: An Anime Video Generation Model that Thinks in Art, Not Physics score 4
  机构: Tencent; 关键词(1): production
• Large-Scale High-Quality 3D Gaussian Head Reconstruction from Multi-View Captures score 4
  机构: Apple; 关键词(1): scaling