The Barron-Lipschitz Energy Gap and Depth Separation Phenomena in Scientific Machine Learning

Nima Rezaei, Stephan Wojtowytsch

We illustrate in several examples that even neural networks of infinite width (specifically, Barron functions) may encounter substantial obstacles when used as a model class for pr…