1-Lipschitz Layers Compared: Memory, Speed, and Certifiable Robustness

Bernd Prach, Fabio Brau, Giorgio Buttazzo +1

The robustness of neural networks against input perturbations with bounded magnitude represents a serious concern in the deployment of deep learning models in safety-critical syste…