Optimal Transport Regularized Divergences: Application to Adversarial Robustness

Jeremiah Birrell, Reza Ebrahimi

We introduce a new class of optimal-transport-regularized divergences, $D^c$, constructed via an infimal convolution between an information divergence, $D$, and an optimal-transpor…