Convergence of Deep Convolutional Neural Networks

28 September 2021

Papers citing "Convergence of Deep Convolutional Neural Networks"

14 / 14 papers shown

Title
Convergence of Deep ReLU Networks Yuesheng Xu Haizhang Zhang 68 29 0 27 Jul 2021
Optimal Approximation Rate of ReLU Networks in terms of Width and Depth Zuowei Shen Haizhao Yang Shijun Zhang 151 116 0 28 Feb 2021
A Mathematical Introduction to Generative Adversarial Nets (GAN) Yang Wang AI4CE GAN 43 26 0 01 Sep 2020
The gap between theory and practice in function approximation with deep neural networks Ben Adcock N. Dexter 55 93 0 16 Jan 2020
Error bounds for deep ReLU networks using the Kolmogorov--Arnold superposition theorem Hadrien Montanelli Haizhao Yang 36 92 0 27 Jun 2019
Deep Network Approximation Characterized by Number of Neurons Zuowei Shen Haizhao Yang Shijun Zhang 54 184 0 13 Jun 2019
Nonlinear Approximation and (Deep) ReLU Networks Ingrid Daubechies Ronald A. DeVore S. Foucart Boris Hanin G. Petrova 100 142 0 05 May 2019
Equivalence of approximation by convolutional neural networks and fully-connected networks P. Petersen Felix Voigtländer 56 80 0 04 Sep 2018
Exponential Convergence of the Deep Neural Network Approximation for Analytic Functions Weinan E Qingcan Wang 53 102 0 01 Jul 2018
Universality of Deep Convolutional Neural Networks Ding-Xuan Zhou HAI PINN 412 514 0 28 May 2018
Universal approximations of invariant maps by neural networks Dmitry Yarotsky 124 213 0 26 Apr 2018
Why and When Can Deep -- but Not Shallow -- Networks Avoid the Curse of Dimensionality: a Review T. Poggio H. Mhaskar Lorenzo Rosasco Brando Miranda Q. Liao 97 576 0 02 Nov 2016
Error bounds for approximations with deep ReLU networks Dmitry Yarotsky 195 1,227 0 03 Oct 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015