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Homogenization of SGD in high-dimensions: Exact dynamics and
  generalization properties

Homogenization of SGD in high-dimensions: Exact dynamics and generalization properties

14 May 2022
Courtney Paquette
Elliot Paquette
Ben Adlam
Jeffrey Pennington
ArXivPDFHTML

Papers citing "Homogenization of SGD in high-dimensions: Exact dynamics and generalization properties"

3 / 3 papers shown
Title
SGD with memory: fundamental properties and stochastic acceleration
SGD with memory: fundamental properties and stochastic acceleration
Dmitry Yarotsky
Maksim Velikanov
70
1
0
05 Oct 2024
High dimensional analysis reveals conservative sharpening and a stochastic edge of stability
High dimensional analysis reveals conservative sharpening and a stochastic edge of stability
Atish Agarwala
Jeffrey Pennington
89
4
0
30 Apr 2024
Statistical Inference for Linear Functionals of Online SGD in High-dimensional Linear Regression
Statistical Inference for Linear Functionals of Online SGD in High-dimensional Linear Regression
Bhavya Agrawalla
Krishnakumar Balasubramanian
Promit Ghosal
57
2
0
20 Feb 2023
1