AINeutralarXiv – CS AI · 14h ago6/10
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The Distillation Game: Adaptive Attacks & Efficient Defenses
Researchers present a game-theoretic framework analyzing the tension between model utility and distillation vulnerability, introducing Product-of-Experts (PoE) as an efficient defense mechanism. Their adaptive evaluation methodology reveals that existing defenses are significantly weaker against adaptive attacks than passive evaluation suggests, challenging current benchmarking practices in AI security.