On the Duality Between Sharpness-Aware Minimization and Adversarial Training

ICML 2024

Yihao Zhang*, Hangzhou He*, Jingyu Zhu*, Huanran Chen, Yifei Wang, Zeming Wei${}^\dagger$

Sharpness-Aware Minimization Alone can Improve Adversarial Robustness (Workshop version)

ICML 2023 AdvML-Frontiers Workshop

Zeming Wei${}^\dagger$*, Jingyu Zhu* and Yihao Zhang*

Citation

@InProceedings{zhang2024duality,
    author    = {Zhang, Yihao and He, Hangzhou and Zhu, Jingyu and Chen, Huanran and Wang, Yifei and Wei, Zeming},
    title     = {On the Duality Between Sharpness-Aware Minimization and Adversarial Training},
    booktitle = {ICML},
    year      = {2024}
}

and/or

@InProceedings{wei2023sharpness,
    author    = {Wei, Zeming and Zhu, Jingyu and Zhang, Yihao},
    title     = {Sharpness-Aware Minimization Alone can Improve Adversarial Robustness},
    booktitle = {ICML 2023 Workshop on New Frontiers in Adversarial Machine Learning},
    year      = {2023}
}