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cs.CV2026
Proxy Robustness in Vision Language Models is Effortlessly Transferable
Xiaowei Fu, Fuxiang Huang, Lei Zhang
As a pivotal technique for improving the defense of deep models, adversarial robustness transfer via distillation has demonstrated remarkable success in conventional image classifi…
cs.CV2026
Adversarial Defense in Vision-Language Models: An Overview
Xiaowei Fu, Lei Zhang
The widespread use of Vision Language Models (VLMs, e.g. CLIP) has raised concerns about their vulnerability to sophisticated and imperceptible adversarial attacks. These attacks c…