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#artificial intelligence Preprint Oct 2026

PFedMA: Who Should Join Next as Federated Multi-Agent Orchestration Evolves?

Federated Multi-Agent Systems (FedMAS) offer a promising paradigm for collaborative reasoning among LLM-based agents while keeping raw client data decentralized. However, reliable multi-round collaboration remains challenging. Agent selection must take into consideration evolving task requirements and the agent's histo...

Shuai Li, Sheng-Yuan Liu, Fan Qi et al. · 0 citations

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