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2026-10-11_00-33-53Z_EvolvAttack_BackdooringselfEvolvingVLMAgents

ANo problem found

flybfree/AI-Wiki

Self-evolving mechanisms let vision-language model (VLM) agents continually adapt through evolving memory, but they also allow malicious behavior to emerge only after deployment. We introduce a new attack surface, the self-evolving backdoor, whose payload stays dormant in the initial agent and is progressively activated as the agent evolves. Unlike conventional backdoors, which can be exposed by testing triggered inputs on a static model, our attack requires both a visual trigger and a sufficie…

2026-10-11_00-33-53Z_EvolvAttack_BackdooringselfEvolvingVLMAgents got grade A on our automated scan on 2026-10-23.

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