EvolveMAS: A Unified Self-Evolution Framework for Decentralized Multi-Agent Systems.

arXiv:2610.34450v1 Announce Type: cross Abstract: Decentralized multi-agent systems (MAS) enable large language model agents to interact without centralized control. Agents need to adapt to other agents at test time and reuse accumulated experience to refine t