Analytic function approximation by path-norm-regularized deep neural networks

Abstract

We show that neural networks with an absolute value activation function and with network path norm, network sizes and network weights having logarithmic dependence on (Formula presented.) can (Formula presented.) -approximate functions that are analytic on certain regions of (Formula presented.). © 2022 by the author.