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arxiv_agent_systems_research ยท Oct 25, 2026 ยท paper

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

arxiv.orgOct 25, 2026
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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 their in...

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