Guangnan Ye

White-box Multimodal Jailbreaks Against Large Vision-Language Models

2024

Recent advancements in Large Vision-Language Models (VLMs) have underscored their superiority in various multimodal tasks. However, the adversarial robustness of VLMs has not been fully explored. Existing methods mainly assess robustness through unimodal adversarial attacks …

Towards Million-Scale Adversarial Robustness Evaluation With Stronger Individual Attacks

2025

As deep learning models are increasingly deployed in safety-critical applications, evaluating their vulnerabilities to adversarial perturbations is essential for ensuring their reliability and trustworthiness. Over the past decade, a large number of white-box adversarial robustness …