Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence Paper • 2604.18292 • Published 5 days ago • 78
From P(y|x) to P(y): Investigating Reinforcement Learning in Pre-train Space Paper • 2604.14142 • Published 10 days ago • 29
OccuBench: Evaluating AI Agents on Real-World Professional Tasks via Language World Models Paper • 2604.10866 • Published 12 days ago • 63
Memory Transfer Learning: How Memories are Transferred Across Domains in Coding Agents Paper • 2604.14004 • Published 10 days ago • 29
Efficient RL Training for LLMs with Experience Replay Paper • 2604.08706 • Published 16 days ago • 19
MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents Paper • 2602.02474 • Published Feb 2 • 63
SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning Paper • 2602.08234 • Published Feb 9 • 75
Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models Paper • 2601.22060 • Published Jan 29 • 155