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Dynamic of Stochastic Gradient Descent with State-Dependent Noise

Dynamic of Stochastic Gradient Descent with State-Dependent Noise

24 June 2020
Qi Meng
Shiqi Gong
Wei Chen
Zhi-Ming Ma
Tie-Yan Liu
ArXivPDFHTML

Papers citing "Dynamic of Stochastic Gradient Descent with State-Dependent Noise"

6 / 6 papers shown
Title
Revisiting the Noise Model of Stochastic Gradient Descent
Revisiting the Noise Model of Stochastic Gradient Descent
Barak Battash
Ofir Lindenbaum
27
9
0
05 Mar 2023
Two Facets of SDE Under an Information-Theoretic Lens: Generalization of
  SGD via Training Trajectories and via Terminal States
Two Facets of SDE Under an Information-Theoretic Lens: Generalization of SGD via Training Trajectories and via Terminal States
Ziqiao Wang
Yongyi Mao
27
10
0
19 Nov 2022
Taming Fat-Tailed ("Heavier-Tailed'' with Potentially Infinite Variance)
  Noise in Federated Learning
Taming Fat-Tailed ("Heavier-Tailed'' with Potentially Infinite Variance) Noise in Federated Learning
Haibo Yang
Pei-Yuan Qiu
Jia Liu
FedML
27
12
0
03 Oct 2022
Noise and Fluctuation of Finite Learning Rate Stochastic Gradient
  Descent
Noise and Fluctuation of Finite Learning Rate Stochastic Gradient Descent
Kangqiao Liu
Liu Ziyin
Masakuni Ueda
MLT
61
37
0
07 Dec 2020
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
281
2,889
0
15 Sep 2016
The Loss Surfaces of Multilayer Networks
The Loss Surfaces of Multilayer Networks
A. Choromańska
Mikael Henaff
Michaël Mathieu
Gerard Ben Arous
Yann LeCun
ODL
179
1,185
0
30 Nov 2014
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