5). Attacking Vision-Language Agents via Pop-ups – shows that integrating adversarial pop-ups into existing agent testing environments leads to an attack success rate of 86%; this decreases the agents' task success rate by 47%.
Vision-Language Agents Vulnerable to Pop-up Adversarial Attacks
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