From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning Paper • 2606.17682 • Published 26 days ago • 26
StraTA: Incentivizing Agentic Reinforcement Learning with Strategic Trajectory Abstraction Paper • 2605.06642 • Published May 7 • 28
ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration Paper • 2605.03042 • Published May 4 • 143
Web2BigTable: A Bi-Level Multi-Agent LLM System for Internet-Scale Information Search and Extraction Paper • 2604.27221 • Published Apr 29 • 40
MultiWorld: Scalable Multi-Agent Multi-View Video World Models Paper • 2604.18564 • Published Apr 20 • 47
Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence Paper • 2604.18292 • Published Apr 20 • 88
OneVL: One-Step Latent Reasoning and Planning with Vision-Language Explanation Paper • 2604.18486 • Published Apr 20 • 96
From P(y|x) to P(y): Investigating Reinforcement Learning in Pre-train Space Paper • 2604.14142 • Published Apr 15 • 30