A Distributional Robustness Perspective on Adversarial Training with the $\infty$-Wasserstein Distance

no code implementations • 29 Sep 2021 • Chiara Regniez, Gauthier Gidel, Hugo Berard

We show a formal connection between our formulation and optimal transport by relaxing AT into DRO problem with an $\infty$-Wasserstein constraint.