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On the Convergence of Adam under Non-uniform Smoothness: Separability
  from SGDM and Beyond

On the Convergence of Adam under Non-uniform Smoothness: Separability from SGDM and Beyond

22 March 2024
Bohan Wang
Huishuai Zhang
Qi Meng
Ruoyu Sun
Zhi-Ming Ma
Wei-Neng Chen
ArXivPDFHTML

Papers citing "On the Convergence of Adam under Non-uniform Smoothness: Separability from SGDM and Beyond"

5 / 5 papers shown
Title
Pushing the Limits of Low-Bit Optimizers: A Focus on EMA Dynamics
Pushing the Limits of Low-Bit Optimizers: A Focus on EMA Dynamics
Cong Xu
Wenbin Liang
Mo Yu
Anan Liu
K. Zhang
Lizhuang Ma
J. Wang
J. Wang
W. Zhang
MQ
51
0
0
01 May 2025
Convergence Rate Analysis of LION
Convergence Rate Analysis of LION
Yiming Dong
Huan Li
Zhouchen Lin
30
0
0
12 Nov 2024
Convergence Guarantees for RMSProp and Adam in Generalized-smooth Non-convex Optimization with Affine Noise Variance
Convergence Guarantees for RMSProp and Adam in Generalized-smooth Non-convex Optimization with Affine Noise Variance
Qi Zhang
Yi Zhou
Shaofeng Zou
27
3
0
01 Apr 2024
Convergence of Adam Under Relaxed Assumptions
Convergence of Adam Under Relaxed Assumptions
Haochuan Li
Alexander Rakhlin
Ali Jadbabaie
29
53
0
27 Apr 2023
A Simple Convergence Proof of Adam and Adagrad
A Simple Convergence Proof of Adam and Adagrad
Alexandre Défossez
Léon Bottou
Francis R. Bach
Nicolas Usunier
56
143
0
05 Mar 2020
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