Bhartendu Kumar

Lipschitz-Constrained Convolutional Layers Using Convex Projection

The problem of training a convolutional neural network (CNN) with a stipulated Lipschitz bound comes up in applications such as adversarial robustness, stability of closed-loop controllers, and image reconstruction. The present work was motivated by Plug-and-Play (PnP) and Regularization-by-Denoisin…