Evolve as a Team: Collaborative Self-Evolution for LLM-based Multi-Agent Systems

Zhezheng Hao, Tianfu Wang, Huanshuo Dong +7

LLM-based multi-agent systems (MAS) have emerged as an effective paradigm for complex and long-horizon tasks. However, in real-world tasks, MAS often exhibit various failures durin…