The universal approximation theorem for complex-valued neural networks

6 December 2020

Papers citing "The universal approximation theorem for complex-valued neural networks"

16 / 16 papers shown

Title
Deep Network Approximation for Smooth Functions Jianfeng Lu Zuowei Shen Haizhao Yang Shijun Zhang 97 247 0 09 Jan 2020
The phase diagram of approximation rates for deep neural networks Dmitry Yarotsky Anton Zhevnerchuk 59 121 0 22 Jun 2019
Universal Approximation with Deep Narrow Networks Patrick Kidger Terry Lyons 121 330 0 21 May 2019
Approximation spaces of deep neural networks Rémi Gribonval Gitta Kutyniok M. Nielsen Felix Voigtländer 78 125 0 03 May 2019
Equivalence of approximation by convolutional neural networks and fully-connected networks P. Petersen Felix Voigtländer 54 79 0 04 Sep 2018
ResNet with one-neuron hidden layers is a Universal Approximator Hongzhou Lin Stefanie Jegelka 105 228 0 28 Jun 2018
Complex Gated Recurrent Neural Networks Moritz Wolter Angela Yao AI4CE 53 65 0 21 Jun 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
Optimal approximation of piecewise smooth functions using deep ReLU neural networks P. Petersen Felix Voigtländer 221 475 0 15 Sep 2017
The Expressive Power of Neural Networks: A View from the Width Zhou Lu Hongming Pu Feicheng Wang Zhiqiang Hu Liwei Wang 96 894 0 08 Sep 2017
Better than Real: Complex-valued Neural Nets for MRI Fingerprinting P. Virtue Stella X. Yu Michael Lustig MedIm 65 162 0 01 Jul 2017
Deep Complex Networks C. Trabelsi O. Bilaniuk Ying Zhang Dmitriy Serdyuk Sandeep Subramanian J. F. Santos Soroush Mehri Negar Rostamzadeh Yoshua Bengio C. Pal 178 833 0 27 May 2017
Error bounds for approximations with deep ReLU networks Dmitry Yarotsky 193 1,227 0 03 Oct 2016
A mathematical motivation for complex-valued convolutional networks Joan Bruna Soumith Chintala Yann LeCun Serkan Piantino Arthur Szlam M. Tygert 54 104 0 11 Mar 2015
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 431 20,541 0 10 Sep 2014