Upper and lower bounds for the Lipschitz constant of random neural networks

Paul Geuchen, Dominik Stöger, Thomas Telaar +1

Empirical studies have widely demonstrated that neural networks are highly sensitive to small, adversarial perturbations of the input. The worst-case robustness against these so-ca…