2026
CoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards
ICLR 2026poster
Self-evolution is a central research topic in enabling large language model (LLM)-based agents to continually improve their capabilities after pretraining. Recent research has witnessed a transition from reinforcement learning (RL)-free to RL-based methods. Current RL-based methods either rely on de…