Improving Fast Adversarial Training With Prior-Guided Knowledge

Fast adversarial training (FAT) is an efficient method to improve robustness in white-box attack scenarios. However, the original FAT suffers from catastrophic overfitting, which dramatically and suddenly reduces robustness after a few training epochs. Although various FAT variants have been propose...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 9 vom: 23. Aug., Seite 6367-6383
1. Verfasser: Jia, Xiaojun (VerfasserIn)
Weitere Verfasser: Zhang, Yong, Wei, Xingxing, Wu, Baoyuan, Ma, Ke, Wang, Jue, Cao, Xiaochun
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article