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Backdoor attacks in MLLMs can be effectively neutralized without prior knowledge of the trigger, achieving near-perfect defense in most scenarios.
LLMs can be backdoored with nearly imperceptible style changes, turning them into sleeper agents that reliably deliver attacker-specified payloads even after deployment and against common defenses.