Depth Selection for Deep ReLU Nets in Feature Extraction and
Generalization

Depth Selection for Deep ReLU Nets in Feature Extraction and Generalization

1 April 2020

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Papers citing "Depth Selection for Deep ReLU Nets in Feature Extraction and Generalization"

19 / 19 papers shown

Title
Deep Neural Networks for Rotation-Invariance Approximation and Learning C. Chui Shao-Bo Lin Ding-Xuan Zhou 158 34 0 03 Apr 2019
Realizing data features by deep nets Zheng-Chu Guo Lei Shi Shao-Bo Lin 28 20 0 01 Jan 2019
A Convergence Theory for Deep Learning via Over-Parameterization Zeyuan Allen-Zhu Yuanzhi Li Zhao Song AI4CE ODL 266 1,469 0 09 Nov 2018
Universality of Deep Convolutional Neural Networks Ding-Xuan Zhou HAI PINN 412 517 0 28 May 2018
Generalization and Expressivity for Deep Nets Shao-Bo Lin 59 45 0 10 Mar 2018
Deep Neural Networks Learn Non-Smooth Functions Effectively Masaaki Imaizumi Kenji Fukumizu 150 124 0 13 Feb 2018
Optimal approximation of piecewise smooth functions using deep ReLU neural networks P. Petersen Felix Voigtländer 223 475 0 15 Sep 2017
A Deep Neural Network to identify foreshocks in real time K. Vikraman 46 8 0 26 Nov 2016
Depth-Width Tradeoffs in Approximating Natural Functions with Neural Networks Itay Safran Ohad Shamir 87 175 0 31 Oct 2016
Error bounds for approximations with deep ReLU networks Dmitry Yarotsky 198 1,233 0 03 Oct 2016
Why does deep and cheap learning work so well? Henry W. Lin Max Tegmark David Rolnick 85 610 0 29 Aug 2016
Deep vs. shallow networks : An approximation theory perspective H. Mhaskar T. Poggio 165 341 0 10 Aug 2016
Constructive neural network learning Shaobo Lin Jinshan Zeng Xiaoqin Zhang 66 31 0 30 Apr 2016
The Power of Depth for Feedforward Neural Networks Ronen Eldan Ohad Shamir 221 732 0 12 Dec 2015
Provable approximation properties for deep neural networks Uri Shaham A. Cloninger Ronald R. Coifman 181 231 0 24 Sep 2015
Unregularized Online Learning Algorithms with General Loss Functions Yiming Ying Ding-Xuan Zhou 72 55 0 02 Mar 2015
On the Number of Linear Regions of Deep Neural Networks Guido Montúfar Razvan Pascanu Kyunghyun Cho Yoshua Bengio 96 1,256 0 08 Feb 2014
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 278 12,460 0 24 Jun 2012
Invariant Scattering Convolution Networks Joan Bruna S. Mallat 131 1,279 0 05 Mar 2012