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SGD with Clipping is Secretly Estimating the Median Gradient

SGD with Clipping is Secretly Estimating the Median Gradient

20 February 2024
Fabian Schaipp
Guillaume Garrigos
Umut Simsekli
Robert M. Gower
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Papers citing "SGD with Clipping is Secretly Estimating the Median Gradient"

2 / 2 papers shown
Title
Revisiting Gradient Clipping: Stochastic bias and tight convergence
  guarantees
Revisiting Gradient Clipping: Stochastic bias and tight convergence guarantees
Anastasia Koloskova
Hadrien Hendrikx
Sebastian U. Stich
112
49
0
02 May 2023
Noise Is Not the Main Factor Behind the Gap Between SGD and Adam on
  Transformers, but Sign Descent Might Be
Noise Is Not the Main Factor Behind the Gap Between SGD and Adam on Transformers, but Sign Descent Might Be
Frederik Kunstner
Jacques Chen
J. Lavington
Mark W. Schmidt
40
67
0
27 Apr 2023
1