Enhancing Visual Task-Redirection Attacks on Vision-Language-Action Models Via Closed-Loop Optimization

Vision-language-action VLA models enable language-guided robot manipulation, but remain vulnerable to visual attacks that undermine user control over robot behavior. Prior studies optimize visual perturbations using fixed target supervision. However, the perturbation can change earlier actions an...