Nonlinear Approximation via Compositions

26 February 2019

Papers citing "Nonlinear Approximation via Compositions"

14 / 14 papers shown

Title
Deep learning with missing data Tianyi Ma Tengyao Wang R. Samworth 59 0 0 21 Apr 2025
Inferring Outcome Means of Exponential Family Distributions Estimated by Deep Neural Networks Xuran Meng Yi Li BDL 25 0 0 12 Apr 2025
Higher Order Approximation Rates for ReLU CNNs in Korobov Spaces Yuwen Li Guozhi Zhang 41 1 0 20 Jan 2025
On the optimal approximation of Sobolev and Besov functions using deep ReLU neural networks Yunfei Yang 59 2 0 02 Sep 2024
Nearly Optimal VC-Dimension and Pseudo-Dimension Bounds for Deep Neural Network Derivatives Yahong Yang Haizhao Yang Yang Xiang 24 19 0 15 May 2023
Approximation results for Gradient Descent trained Shallow Neural Networks in $1d$ R. Gentile G. Welper ODL 44 6 0 17 Sep 2022
Robust Nonparametric Regression with Deep Neural Networks Guohao Shen Yuling Jiao Yuanyuan Lin Jian Huang OOD 31 13 0 21 Jul 2021
Optimal Approximation Rate of ReLU Networks in terms of Width and Depth Zuowei Shen Haizhao Yang Shijun Zhang 101 115 0 28 Feb 2021
Two-Layer Neural Networks for Partial Differential Equations: Optimization and Generalization Theory Tao Luo Haizhao Yang 16 73 0 28 Jun 2020
Approximation in shift-invariant spaces with deep ReLU neural networks Yunfei Yang Zhen Li Yang Wang 18 14 0 25 May 2020
AdaSwarm: Augmenting Gradient-Based optimizers in Deep Learning with Swarm Intelligence Rohan Mohapatra Snehanshu Saha C. Coello Anwesh Bhattacharya S. Dhavala S. Saha ODL 13 21 0 19 May 2020
Deep Network Approximation for Smooth Functions Jianfeng Lu Zuowei Shen Haizhao Yang Shijun Zhang 35 247 0 09 Jan 2020
A Review on Deep Learning in Medical Image Reconstruction Hai-Miao Zhang Bin Dong MedIm 27 122 0 23 Jun 2019
Deep Network Approximation Characterized by Number of Neurons Zuowei Shen Haizhao Yang Shijun Zhang 18 182 0 13 Jun 2019