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Exponential escape efficiency of SGD from sharp minima in non-stationary
  regime

Exponential escape efficiency of SGD from sharp minima in non-stationary regime

7 November 2021
Hikaru Ibayashi
Masaaki Imaizumi
ArXivPDFHTML

Papers citing "Exponential escape efficiency of SGD from sharp minima in non-stationary regime"

4 / 4 papers shown
Title
A Quadratic Synchronization Rule for Distributed Deep Learning
A Quadratic Synchronization Rule for Distributed Deep Learning
Xinran Gu
Kaifeng Lyu
Sanjeev Arora
Jingzhao Zhang
Longbo Huang
36
1
0
22 Oct 2023
Decentralized SGD and Average-direction SAM are Asymptotically
  Equivalent
Decentralized SGD and Average-direction SAM are Asymptotically Equivalent
Tongtian Zhu
Fengxiang He
Kaixuan Chen
Mingli Song
Dacheng Tao
34
15
0
05 Jun 2023
Understanding the Generalization Benefit of Normalization Layers:
  Sharpness Reduction
Understanding the Generalization Benefit of Normalization Layers: Sharpness Reduction
Kaifeng Lyu
Zhiyuan Li
Sanjeev Arora
FAtt
22
55
0
14 Jun 2022
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp
  Minima
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima
N. Keskar
Dheevatsa Mudigere
J. Nocedal
M. Smelyanskiy
P. T. P. Tang
ODL
273
2,878
0
15 Sep 2016
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