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Analytic function approximation by path norm regularized deep networks

Entropy (Entropy), 2021
Main:9 Pages
Bibliography:2 Pages
Abstract

We show that neural networks with absolute value activation function and with the path norm, the depth, the width and the network weights having logarithmic dependence on 1/ε1/\varepsilon can ε\varepsilon-approximate functions that are analytic on certain regions of Cd\mathbb{C}^d.

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