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

Zaitang Li, Pin-Yu Chen, Tsung-Yi Ho

Current studies on adversarial robustness mainly focus on aggregating local robustness results from a set of data samples to evaluate and rank different models. However, the local…