Combating Adversarial Attacks Using Sparse Representations

Soorya Gopalakrishnan, Zhinus Marzi, Upamanyu Madhow +1

It is by now well-known that small adversarial perturbations can induce classification errors in deep neural networks (DNNs). In this paper, we make the case that sparse representa…