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Sharpness-Aware Minimization and the Edge of Stability

Sharpness-Aware Minimization and the Edge of Stability

21 September 2023
Philip M. Long
Peter L. Bartlett
    AAML
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Papers citing "Sharpness-Aware Minimization and the Edge of Stability"

11 / 11 papers shown
Title
Reweighting Local Mimina with Tilted SAM
Reweighting Local Mimina with Tilted SAM
Tian Li
Tianyi Zhou
J. Bilmes
28
0
0
30 Oct 2024
Sharpness-Aware Minimization Efficiently Selects Flatter Minima Late in Training
Sharpness-Aware Minimization Efficiently Selects Flatter Minima Late in Training
Zhanpeng Zhou
Mingze Wang
Yuchen Mao
Bingrui Li
Junchi Yan
AAML
57
0
0
14 Oct 2024
Towards certifiable AI in aviation: landscape, challenges, and
  opportunities
Towards certifiable AI in aviation: landscape, challenges, and opportunities
Hymalai Bello
Daniel Geißler
L. Ray
Stefan Muller-Divéky
Peter Muller
Shannon Kittrell
Mengxi Liu
Bo Zhou
Paul Lukowicz
19
1
0
13 Sep 2024
A Universal Class of Sharpness-Aware Minimization Algorithms
A Universal Class of Sharpness-Aware Minimization Algorithms
B. Tahmasebi
Ashkan Soleymani
Dara Bahri
Stefanie Jegelka
P. Jaillet
AAML
41
2
0
06 Jun 2024
Training on the Edge of Stability Is Caused by Layerwise Jacobian
  Alignment
Training on the Edge of Stability Is Caused by Layerwise Jacobian Alignment
Mark Lowell
Catharine A. Kastner
20
0
0
31 May 2024
Does SGD really happen in tiny subspaces?
Does SGD really happen in tiny subspaces?
Minhak Song
Kwangjun Ahn
Chulhee Yun
50
4
1
25 May 2024
Stabilizing Sharpness-aware Minimization Through A Simple
  Renormalization Strategy
Stabilizing Sharpness-aware Minimization Through A Simple Renormalization Strategy
Chengli Tan
Jiangshe Zhang
Junmin Liu
Yicheng Wang
Yunda Hao
AAML
20
1
0
14 Jan 2024
Achieving Margin Maximization Exponentially Fast via Progressive Norm
  Rescaling
Achieving Margin Maximization Exponentially Fast via Progressive Norm Rescaling
Mingze Wang
Zeping Min
Lei Wu
19
3
0
24 Nov 2023
Understanding Edge-of-Stability Training Dynamics with a Minimalist
  Example
Understanding Edge-of-Stability Training Dynamics with a Minimalist Example
Xingyu Zhu
Zixuan Wang
Xiang Wang
Mo Zhou
Rong Ge
62
35
0
07 Oct 2022
The Dynamics of Sharpness-Aware Minimization: Bouncing Across Ravines
  and Drifting Towards Wide Minima
The Dynamics of Sharpness-Aware Minimization: Bouncing Across Ravines and Drifting Towards Wide Minima
Peter L. Bartlett
Philip M. Long
Olivier Bousquet
63
34
0
04 Oct 2022
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
72
88
0
19 May 2022
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