Understanding Zero-Shot Adversarial Robustness for Large-Scale Models

Chengzhi Mao, Scott Geng, Junfeng Yang +2

Pretrained large-scale vision-language models like CLIP have exhibited strong generalization over unseen tasks. Yet imperceptible adversarial perturbations can significantly reduce…