LEMON: Learning Executable Multi-Agent Orchestration via Counterfactual Reinforcement Learning

Xudong Chen, Yixin Liu, Hua Wei +1

Large language models (LLMs) have become a strong foundation for multi-agent systems, but their effectiveness depends heavily on orchestration design. Across different tasks, role…