A Dynamical System Perspective for Lipschitz Neural Networks

Laurent Meunier, Blaise Delattre, Alexandre Araujo, Alexandre Allauzen

Abstract: The Lipschitz constant of neural networks has been established as a key quantity to enforce the robustness to adversarial examples. In this paper, we tackle the problem of building $1$-Lipschitz Ne...