Effective and Efficient Adversarial Detection for Vision-Language Models via A Single Vector

Youcheng Huang, Fengbin Zhu, Jingkun Tang +4

Visual Language Models (VLMs) are vulnerable to adversarial attacks, especially those from adversarial images, which is however under-explored in literature. To facilitate research…