Rates of Approximation by ReLU Shallow Neural Networks

24 July 2023

Papers citing "Rates of Approximation by ReLU Shallow Neural Networks"

10 / 10 papers shown

Title
Higher Order Approximation Rates for ReLU CNNs in Korobov Spaces Yuwen Li Guozhi Zhang 31 1 0 20 Jan 2025
Approximation Rates and VC-Dimension Bounds for (P)ReLU MLP Mixture of Experts Anastasis Kratsios Haitz Sáez de Ocáriz Borde Takashi Furuya Marc T. Law MoE 15 1 0 05 Feb 2024
Expressivity and Approximation Properties of Deep Neural Networks with ReLU $^k$ Activation Juncai He Tong Mao Jinchao Xu 19 3 0 27 Dec 2023
Nonparametric regression using over-parameterized shallow ReLU neural networks Yunfei Yang Ding-Xuan Zhou 16 6 0 14 Jun 2023
Approximation by non-symmetric networks for cross-domain learning H. Mhaskar 20 1 0 06 May 2023
Optimal rates of approximation by shallow ReLU $^k$ neural networks and applications to nonparametric regression Yunfei Yang Ding-Xuan Zhou 22 19 0 04 Apr 2023
SignReLU neural network and its approximation ability Jianfei Li Han Feng Ding-Xuan Zhou 14 3 0 19 Oct 2022
Approximation analysis of CNNs from a feature extraction view Jianfei Li Han Feng Ding-Xuan Zhou 14 3 0 14 Oct 2022
Theory of Deep Convolutional Neural Networks II: Spherical Analysis Zhiying Fang Han Feng Shuo Huang Ding-Xuan Zhou 21 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