Space-Time Approximation with Shallow Neural Networks in Fourier Lebesgue spaces

13 December 2023

Papers citing "Space-Time Approximation with Shallow Neural Networks in Fourier Lebesgue spaces"

5 / 5 papers shown

Title
Weighted Sobolev Approximation Rates for Neural Networks on Unbounded Domains Ahmed Abdeljawad Thomas Dittrich 21 0 0 06 Nov 2024
Sampling Complexity of Deep Approximation Spaces Ahmed Abdeljawad Philipp Grohs 26 1 0 20 Dec 2023
Neural Network Approximations of PDEs Beyond Linearity: A Representational Perspective Tanya Marwah Zachary Chase Lipton Jianfeng Lu Andrej Risteski 44 10 0 21 Oct 2022
A Priori Generalization Error Analysis of Two-Layer Neural Networks for Solving High Dimensional Schrödinger Eigenvalue Problems Jianfeng Lu Yulong Lu 29 29 0 04 May 2021
$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 124 142 0 26 Jul 2016