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Provable Adaptivity of Adam under Non-uniform Smoothness

Provable Adaptivity of Adam under Non-uniform Smoothness

21 August 2022
Bohan Wang
Yushun Zhang
Huishuai Zhang
Qi Meng
Ruoyu Sun
Zhirui Ma
Tie-Yan Liu
Zhimin Luo
Wei Chen
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Papers citing "Provable Adaptivity of Adam under Non-uniform Smoothness"

7 / 7 papers shown
Title
An Attention-Based Algorithm for Gravity Adaptation Zone Calibration
An Attention-Based Algorithm for Gravity Adaptation Zone Calibration
Chen Yu
29
0
0
06 Oct 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
47
4
0
01 Apr 2024
Bilevel Optimization under Unbounded Smoothness: A New Algorithm and
  Convergence Analysis
Bilevel Optimization under Unbounded Smoothness: A New Algorithm and Convergence Analysis
Jie Hao
Xiaochuan Gong
Mingrui Liu
40
7
0
17 Jan 2024
Convex and Non-convex Optimization Under Generalized Smoothness
Convex and Non-convex Optimization Under Generalized Smoothness
Haochuan Li
Jian Qian
Yi Tian
Alexander Rakhlin
Ali Jadbabaie
21
35
0
02 Jun 2023
Two Sides of One Coin: the Limits of Untuned SGD and the Power of
  Adaptive Methods
Two Sides of One Coin: the Limits of Untuned SGD and the Power of Adaptive Methods
Junchi Yang
Xiang Li
Ilyas Fatkhullin
Niao He
49
15
0
21 May 2023
Convergence of Adam Under Relaxed Assumptions
Convergence of Adam Under Relaxed Assumptions
Haochuan Li
Alexander Rakhlin
Ali Jadbabaie
39
57
0
27 Apr 2023
Towards Practical Adam: Non-Convexity, Convergence Theory, and
  Mini-Batch Acceleration
Towards Practical Adam: Non-Convexity, Convergence Theory, and Mini-Batch Acceleration
Congliang Chen
Li Shen
Fangyu Zou
Wei Liu
48
29
0
14 Jan 2021
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