Realizing data features by deep nets

1 January 2019

Papers citing "Realizing data features by deep nets"

10 / 10 papers shown

Title
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
Universal Function Approximation by Deep Neural Nets with Bounded Width and ReLU Activations Boris Hanin 64 356 0 09 Aug 2017
Deep Radial Kernel Networks: Approximating Radially Symmetric Functions with Deep Networks B. McCane Lech Szymanski 75 6 0 09 Mar 2017
Learning rates for classification with Gaussian kernels Shaobo Lin Jinshan Zeng Xiangyu Chang 36 12 0 28 Feb 2017
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 143 576 0 02 Nov 2016
Learning Functions: When Is Deep Better Than Shallow H. Mhaskar Q. Liao T. Poggio 72 144 0 03 Mar 2016
Provable approximation properties for deep neural networks Uri Shaham A. Cloninger Ronald R. Coifman 181 231 0 24 Sep 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