Lipschitz regularized Deep Neural Networks generalize and are adversarially robust

Chris Finlay, Jeff Calder, Bilal Abbasi +1

In this work we study input gradient regularization of deep neural networks, and demonstrate that such regularization leads to generalization proofs and improved adversarial robust…