Convex training of Lipschitz-regularized shallow neural networks

Chao Yin, Antoine Lesage-Landry

In this work, we introduce a training procedure for shallow neural networks that promotes robustness against adversarial attacks. We solve a non-convex Lipschitz-regularized traini…