Mitigating Accuracy-Robustness Trade-Off via Balanced Multi-Teacher Adversarial Distillation

Adversarial Training is a practical approach for improving the robustness of deep neural networks against adversarial attacks. Although bringing reliable robustness, the performance towards clean examples is negatively affected after Adversarial Training, which means a trade-off exists between accur...

Ausführliche Beschreibung

Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 12 vom: 26. Nov., Seite 9338-9352
1. Verfasser: Zhao, Shiji (VerfasserIn)
Weitere Verfasser: Wang, Xizhe, Wei, Xingxing
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article