VALD: Multi-Stage Vision Attack Detection for Efficient LVLM Defense

Nadav Kadvil, Malak Fares, Ayellet Tal

Large Vision-Language Models (LVLMs) can be vulnerable to adversarial images that subtly bias their outputs toward plausible yet incorrect responses. We introduce a general, effici…