Art of singular vectors and universal adversarial perturbations

Valentin Khrulkov, Ivan Oseledets

Vulnerability of Deep Neural Networks (DNNs) to adversarial attacks has been attracting a lot of attention in recent studies. It has been shown that for many state of the art DNNs…