Why is SAM Robust to Label Noise?

Why is SAM Robust to Label Noise?

6 May 2024

Aditi Raghunathan

Papers citing "Why is SAM Robust to Label Noise?"

11 / 11 papers shown

Title
Effective LLM Knowledge Learning via Model Generalization Mingkang Zhu Xi Chen Z. Wang Bei Yu Hengshuang Zhao Jiaya Jia 55 0 0 05 Mar 2025
SASSHA: Sharpness-aware Adaptive Second-order Optimization with Stable Hessian Approximation Dahun Shin Dongyeop Lee Jinseok Chung Namhoon Lee ODL AAML 90 0 0 25 Feb 2025
Towards Understanding the Role of Sharpness-Aware Minimization Algorithms for Out-of-Distribution Generalization Samuel Schapiro Han Zhao 69 0 0 06 Dec 2024
Noisy Ostracods: A Fine-Grained, Imbalanced Real-World Dataset for Benchmarking Robust Machine Learning and Label Correction Methods Jiamian Hu Yuanyuan Hong Yihua Chen He Wang Moriaki Yasuhara 56 0 0 03 Dec 2024
Reweighting Local Mimina with Tilted SAM Tian Li Tianyi Zhou J. Bilmes 23 0 0 30 Oct 2024
Forget Sharpness: Perturbed Forgetting of Model Biases Within SAM Dynamics Ankit Vani Frederick Tung Gabriel L. Oliveira Hossein Sharifi-Noghabi AAML 23 0 0 10 Jun 2024
Critical Influence of Overparameterization on Sharpness-aware Minimization Sungbin Shin Dongyeop Lee Maksym Andriushchenko Namhoon Lee AAML 36 1 0 29 Nov 2023
Lookbehind-SAM: k steps back, 1 step forward Gonçalo Mordido Pranshu Malviya A. Baratin Sarath Chandar AAML 26 1 0 31 Jul 2023
Anticorrelated Noise Injection for Improved Generalization Antonio Orvieto Hans Kersting F. Proske Francis R. Bach Aurélien Lucchi 50 44 0 06 Feb 2022
Catastrophic Fisher Explosion: Early Phase Fisher Matrix Impacts Generalization Stanislaw Jastrzebski Devansh Arpit Oliver Åstrand Giancarlo Kerg Huan Wang Caiming Xiong R. Socher Kyunghyun Cho Krzysztof J. Geras AI4CE 177 64 0 28 Dec 2020
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