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Results show that ActGuard reduces attack success rates to a level comparable to state-of-the-art defenses while maintaining task utility close to the no-attack setting, achieving a favorable security-utility trade-off.
Despite advances in vision-language models, they still struggle to reason about the complex dynamics of traffic crashes, highlighting a critical gap in safety-critical applications.
