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On the symmetries in the dynamics of wide two-layer neural networks

On the symmetries in the dynamics of wide two-layer neural networks

16 November 2022
Karl Hajjar
Lénaïc Chizat
ArXivPDFHTML

Papers citing "On the symmetries in the dynamics of wide two-layer neural networks"

5 / 5 papers shown
Title
Symmetries in Overparametrized Neural Networks: A Mean-Field View
Symmetries in Overparametrized Neural Networks: A Mean-Field View
Javier Maass Martínez
Joaquin Fontbona
FedML
MLT
50
2
0
30 May 2024
Gradient-Based Feature Learning under Structured Data
Gradient-Based Feature Learning under Structured Data
Alireza Mousavi-Hosseini
Denny Wu
Taiji Suzuki
Murat A. Erdogdu
MLT
37
18
0
07 Sep 2023
From high-dimensional & mean-field dynamics to dimensionless ODEs: A
  unifying approach to SGD in two-layers networks
From high-dimensional & mean-field dynamics to dimensionless ODEs: A unifying approach to SGD in two-layers networks
Luca Arnaboldi
Ludovic Stephan
Florent Krzakala
Bruno Loureiro
MLT
38
31
0
12 Feb 2023
Neural Networks Efficiently Learn Low-Dimensional Representations with
  SGD
Neural Networks Efficiently Learn Low-Dimensional Representations with SGD
Alireza Mousavi-Hosseini
Sejun Park
M. Girotti
Ioannis Mitliagkas
Murat A. Erdogdu
MLT
324
48
0
29 Sep 2022
Geometric compression of invariant manifolds in neural nets
Geometric compression of invariant manifolds in neural nets
J. Paccolat
Leonardo Petrini
Mario Geiger
Kevin Tyloo
M. Wyart
MLT
55
34
0
22 Jul 2020
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