Nicolas Couëllan

The coupling effect of Lipschitz regularization in deep neural networks

2019 · arXiv (Cornell University)

We investigate robustness of deep feed-forward neural networks when input data are subject to random uncertainties. More specifically, we consider regularization of the network by its Lipschitz constant and emphasize its role. We highlight the …