Lipschitz neural networks are dense in the set of all Lipschitz functions

Abstract

This note shows that, for a fixed Lipschitz constant L > 0, one layer neural networks that are L-Lipschitz are dense in the set of all L-Lipschitz functions with respect to the uniform norm on bounded sets.

Tasks

Reproductions