Computable Lipschitz Bounds for Deep Neural Networks

Moreno Pintore, Bruno Després

Deriving sharp and computable upper bounds of the Lipschitz constant of deep neural networks is crucial to formally guarantee the robustness of neural-network based models. We anal…