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2304.09576
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Leveraging the two timescale regime to demonstrate convergence of neural networks
19 April 2023
P. Marion
Raphael Berthier
Re-assign community
ArXiv
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Papers citing
"Leveraging the two timescale regime to demonstrate convergence of neural networks"
5 / 5 papers shown
Title
Ultra-fast feature learning for the training of two-layer neural networks in the two-timescale regime
Raphael Barboni
Gabriel Peyré
François-Xavier Vialard
MLT
27
0
0
25 Apr 2025
Attention layers provably solve single-location regression
P. Marion
Raphael Berthier
Gérard Biau
Claire Boyer
46
2
0
02 Oct 2024
Implicit Diffusion: Efficient Optimization through Stochastic Sampling
Pierre Marion
Anna Korba
Peter Bartlett
Mathieu Blondel
Valentin De Bortoli
Arnaud Doucet
Felipe Llinares-López
Courtney Paquette
Quentin Berthet
68
11
0
08 Feb 2024
SGD learning on neural networks: leap complexity and saddle-to-saddle dynamics
Emmanuel Abbe
Enric Boix-Adserà
Theodor Misiakiewicz
FedML
MLT
76
72
0
21 Feb 2023
On the Effective Number of Linear Regions in Shallow Univariate ReLU Networks: Convergence Guarantees and Implicit Bias
Itay Safran
Gal Vardi
Jason D. Lee
MLT
41
23
0
18 May 2022
1