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Depth Separation in Norm-Bounded Infinite-Width Neural Networks

Depth Separation in Norm-Bounded Infinite-Width Neural Networks

13 February 2024
Suzanna Parkinson
Greg Ongie
Rebecca Willett
Ohad Shamir
Nathan Srebro
    MDE
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Papers citing "Depth Separation in Norm-Bounded Infinite-Width Neural Networks"

5 / 5 papers shown
Title
When Do Transformers Outperform Feedforward and Recurrent Networks? A Statistical Perspective
Alireza Mousavi-Hosseini
Clayton Sanford
Denny Wu
Murat A. Erdogdu
43
0
0
14 Mar 2025
Spectral complexity of deep neural networks
Spectral complexity of deep neural networks
Simmaco Di Lillo
Domenico Marinucci
Michele Salvi
S. Vigogna
BDL
66
1
0
15 May 2024
Implicit Bias of Large Depth Networks: a Notion of Rank for Nonlinear
  Functions
Implicit Bias of Large Depth Networks: a Notion of Rank for Nonlinear Functions
Arthur Jacot
34
24
0
29 Sep 2022
Benefits of depth in neural networks
Benefits of depth in neural networks
Matus Telgarsky
123
602
0
14 Feb 2016
Norm-Based Capacity Control in Neural Networks
Norm-Based Capacity Control in Neural Networks
Behnam Neyshabur
Ryota Tomioka
Nathan Srebro
111
577
0
27 Feb 2015
1