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Optimal Approximation with Sparsely Connected Deep Neural Networks

Optimal Approximation with Sparsely Connected Deep Neural Networks

4 May 2017
Helmut Bölcskei
Philipp Grohs
Gitta Kutyniok
P. Petersen
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Papers citing "Optimal Approximation with Sparsely Connected Deep Neural Networks"

7 / 57 papers shown
Title
NEU: A Meta-Algorithm for Universal UAP-Invariant Feature Representation
NEU: A Meta-Algorithm for Universal UAP-Invariant Feature Representation
Anastasis Kratsios
Cody B. Hyndman
OOD
28
17
0
31 Aug 2018
The universal approximation power of finite-width deep ReLU networks
The universal approximation power of finite-width deep ReLU networks
Dmytro Perekrestenko
Philipp Grohs
Dennis Elbrächter
Helmut Bölcskei
18
36
0
05 Jun 2018
Solving the Kolmogorov PDE by means of deep learning
Solving the Kolmogorov PDE by means of deep learning
C. Beck
S. Becker
Philipp Grohs
Nor Jaafari
Arnulf Jentzen
19
91
0
01 Jun 2018
Butterfly-Net: Optimal Function Representation Based on Convolutional
  Neural Networks
Butterfly-Net: Optimal Function Representation Based on Convolutional Neural Networks
Yingzhou Li
Xiuyuan Cheng
Jianfeng Lu
21
23
0
18 May 2018
Deep Neural Networks Learn Non-Smooth Functions Effectively
Deep Neural Networks Learn Non-Smooth Functions Effectively
Masaaki Imaizumi
Kenji Fukumizu
20
123
0
13 Feb 2018
Theoretical insights into the optimization landscape of
  over-parameterized shallow neural networks
Theoretical insights into the optimization landscape of over-parameterized shallow neural networks
Mahdi Soltanolkotabi
Adel Javanmard
J. Lee
36
415
0
16 Jul 2017
On the stable recovery of deep structured linear networks under sparsity
  constraints
On the stable recovery of deep structured linear networks under sparsity constraints
F. Malgouyres
22
7
0
31 May 2017
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