Harness-1: Reinforcement Learning for Search Agents with State-Externalizing Harnesses Paper • 2606.02373 • Published 2 days ago • 34
Masking Stale Observations Helps Search Agents -- Until It Doesn't: A Regime Map and Its Mechanism Paper • 2606.00408 • Published 5 days ago • 46
MLS-Bench: A Holistic and Rigorous Assessment of AI Systems on Building Better AI Paper • 2605.08678 • Published 25 days ago • 9
Beyond Semantic Similarity: Rethinking Retrieval for Agentic Search via Direct Corpus Interaction Paper • 2605.05242 • Published May 3 • 120
OpenResearcher: A Fully Open Pipeline for Long-Horizon Deep Research Trajectory Synthesis Paper • 2603.20278 • Published Mar 17 • 98
BrowserAgent: Building Web Agents with Human-Inspired Web Browsing Actions Paper • 2510.10666 • Published Oct 12, 2025 • 28
UniVideo: Unified Understanding, Generation, and Editing for Videos Paper • 2510.08377 • Published Oct 9, 2025 • 81
Emergent Hierarchical Reasoning in LLMs through Reinforcement Learning Paper • 2509.03646 • Published Sep 3, 2025 • 33
Reverse-Engineered Reasoning for Open-Ended Generation Paper • 2509.06160 • Published Sep 7, 2025 • 151
RLPR: Extrapolating RLVR to General Domains without Verifiers Paper • 2506.18254 • Published Jun 23, 2025 • 35
The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models Paper • 2505.22617 • Published May 28, 2025 • 132