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Zaitang LI

2 accepted papers

2025

Retention Score: Quantifying Jailbreak Risks for Vision Language Models

AAAI 2025technical

The emergence of Vision-Language Models (VLMs) is significant advancement in integrating computer vision with Large Language Models (LLMs) to enhance multi-modal machine learning capabilities. However, this progress has made VLMs vulnerable to advanced adversarial attacks, raising concerns about rel…

2024

GREAT Score: Global Robustness Evaluation of Adversarial Perturbation using Generative Models

NeurIPS 2024poster

Current studies on adversarial robustness mainly focus on aggregating \textit{local} robustness results from a set of data samples to evaluate and rank different models. However, the local statistics may not well represent the true \textit{global} robustness of the underlying unknown data distributi…