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evolutionary defenses

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Data Party THU
Data Party THU
Oct 11, 2026 · Artificial Intelligence

Evolutionary Computation for Trustworthy AI: From Attack-Defense Search to Self-Evolving Systems

This review examines how evolutionary computation supports trustworthy AI across three research lines: evolutionary attacks to find failures, evolutionary defenses to search protective measures, and trustworthy self-evolution to govern which changes persist long-term, highlighting the shift from static robustness to continuous governance of memory, skills, and safeguards.

AI safety benchmarksadversarial attacksco-evolution
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Evolutionary Computation for Trustworthy AI: From Attack-Defense Search to Self-Evolving Systems