Deep Neural Networks and Finite Elements of Any Order on Arbitrary Dimensions

Juncai He, Jinchao Xu

In this study, we establish that deep neural networks employing ReLU and ReLU${}^2$ activation functions can effectively represent Lagrange finite element functions of any order on v…