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Lining Xing

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#federated learning Open access Sep 2026

Evolutionary resilience in open multiagent optimization: From preset trust to emergent defense

Can defensive behavior in multiagent optimization emerge through evolutionary competition rather than being pre-installed? We study this question in open, adversarial environments where agents can enter, leave, or be compromised, and where the global optimum drifts continuously as the agent pool changes, thereby creati...

Haoran Zhang, Lining Xing · 0 citations

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