An Analysis of Robustness of Non-Lipschitz Networks

Maria-Florina Balcan, Avrim Blum, Dravyansh Sharma +1

Despite significant advances, deep networks remain highly susceptible to adversarial attack. One fundamental challenge is that small input perturbations can often produce large mov…