Expressivity and Approximation Properties of Deep Neural Networks with ReLU $^k$ Activation

27 December 2023

Papers citing "Expressivity and Approximation Properties of Deep Neural Networks with ReLU$^k$ Activation"

6 / 6 papers shown

Title
Variational formulation based on duality to solve partial differential equations: Use of B-splines and machine learning approximants N. Sukumar Amit Acharya 81 2 0 02 Dec 2024
Deep Neural Networks and Finite Elements of Any Order on Arbitrary Dimensions Juncai He Jinchao Xu 15 7 0 21 Dec 2023
Encoding of data sets and algorithms Katarina Z. Doctor Tong Mao H. Mhaskar 11 2 0 02 Mar 2023
Optimal Approximation Rate of ReLU Networks in terms of Width and Depth Zuowei Shen Haizhao Yang Shijun Zhang 79 114 0 28 Feb 2021
Theory of Deep Convolutional Neural Networks II: Spherical Analysis Zhiying Fang Han Feng Shuo Huang Ding-Xuan Zhou 29 37 0 28 Jul 2020
$Approximation by Combinations of ReLU and Squared ReLU Ridge Functions with $ \ell^1 $ and $ \ell^0 $ Controls$ Approximation by Combinations of ReLU and Squared ReLU Ridge Functions with $\ell^1$ and $\ell^0$ Controls Jason M. Klusowski Andrew R. Barron 108 142 0 26 Jul 2016