2 papers
cs.LG2022
CE-based white-box adversarial attacks will not work using super-fitting
Youhuan Yang, Lei Sun, Leyu Dai +4
Deep neural networks are widely used in various fields because of their powerful performance. However, recent studies have shown that deep learning models are vulnerable to adversa…
cs.LG2022
Rethinking Classifier and Adversarial Attack
Youhuan Yang, Lei Sun, Leyu Dai +4
Various defense models have been proposed to resist adversarial attack algorithms, but existing adversarial robustness evaluation methods always overestimate the adversarial robust…