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2106.04795
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Nonasymptotic theory for two-layer neural networks: Beyond the bias-variance trade-off
9 June 2021
Huiyuan Wang
Wei Lin
MLT
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Papers citing
"Nonasymptotic theory for two-layer neural networks: Beyond the bias-variance trade-off"
4 / 4 papers shown
Title
Near-Minimax Optimal Estimation With Shallow ReLU Neural Networks
Rahul Parhi
Robert D. Nowak
48
38
0
18 Sep 2021
Trainability and Accuracy of Neural Networks: An Interacting Particle System Approach
Grant M. Rotskoff
Eric Vanden-Eijnden
59
118
0
02 May 2018
Approximation by Combinations of ReLU and Squared ReLU Ridge Functions with
ℓ
1
\ell^1
ℓ
1
and
ℓ
0
\ell^0
ℓ
0
Controls
Jason M. Klusowski
Andrew R. Barron
124
142
0
26 Jul 2016
Norm-Based Capacity Control in Neural Networks
Behnam Neyshabur
Ryota Tomioka
Nathan Srebro
119
577
0
27 Feb 2015
1