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Special Properties of Gradient Descent with Large Learning Rates

Special Properties of Gradient Descent with Large Learning Rates

30 May 2022
Amirkeivan Mohtashami
Martin Jaggi
Sebastian U. Stich
    MLT
ArXivPDFHTML

Papers citing "Special Properties of Gradient Descent with Large Learning Rates"

8 / 8 papers shown
Title
Neural Redshift: Random Networks are not Random Functions
Neural Redshift: Random Networks are not Random Functions
Damien Teney
A. Nicolicioiu
Valentin Hartmann
Ehsan Abbasnejad
86
18
0
04 Mar 2024
Understanding Gradient Descent on Edge of Stability in Deep Learning
Understanding Gradient Descent on Edge of Stability in Deep Learning
Sanjeev Arora
Zhiyuan Li
A. Panigrahi
MLT
69
88
0
19 May 2022
Anticorrelated Noise Injection for Improved Generalization
Anticorrelated Noise Injection for Improved Generalization
Antonio Orvieto
Hans Kersting
F. Proske
Francis R. Bach
Aurélien Lucchi
50
44
0
06 Feb 2022
Large Learning Rate Tames Homogeneity: Convergence and Balancing Effect
Large Learning Rate Tames Homogeneity: Convergence and Balancing Effect
Yuqing Wang
Minshuo Chen
T. Zhao
Molei Tao
AI4CE
49
40
0
07 Oct 2021
Continuous vs. Discrete Optimization of Deep Neural Networks
Continuous vs. Discrete Optimization of Deep Neural Networks
Omer Elkabetz
Nadav Cohen
43
44
0
14 Jul 2021
Analyzing Monotonic Linear Interpolation in Neural Network Loss
  Landscapes
Analyzing Monotonic Linear Interpolation in Neural Network Loss Landscapes
James Lucas
Juhan Bae
Michael Ruogu Zhang
Stanislav Fort
R. Zemel
Roger C. Grosse
MoMe
146
26
0
22 Apr 2021
The large learning rate phase of deep learning: the catapult mechanism
The large learning rate phase of deep learning: the catapult mechanism
Aitor Lewkowycz
Yasaman Bahri
Ethan Dyer
Jascha Narain Sohl-Dickstein
Guy Gur-Ari
ODL
146
198
0
04 Mar 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
273
2,696
0
15 Sep 2016
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