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Towards fair class-wise robustness: class optimal distribution adversarial training

Abstract Adversarial training has proven to be a highly effective method for improving the robustness of deep neural networks against adversarial attacks. Nonetheless, it has been observed to exhibit a limitation in terms of robust fairness, characterized by a significant disparity in robustness acr...

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Bibliografiska uppgifter
Huvudupphov: Hongxin Zhi, Hongtao Yu, Shaomei Li, Xiuming Zhao, Yiteng wu
Materialtyp: Artigo
Språk:Inglês
Utgiven: Springer 2025-07-01
Serie:Complex & Intelligent Systems
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Länkar:https://doi.org/10.1007/s40747-025-02038-w
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