Revisiting and Exploring Efficient Fast Adversarial Training via LAW: Lipschitz Regularization and Auto Weight Averaging

Fast Adversarial Training (FAT) not only improves the model robustness but also reduces the training cost of standard adversarial training. However, fast adversarial training often suffers from Catastrophic Overfitting (CO), which results in poor robustness performance. Catastrophic Overfitting desc...

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Hauptverfasser: Jia, Xiaojun, Chen, Yuefeng, Mao, Xiaofeng, Duan, Ranjie, Gu, Jindong, Zhang, Rong, Xue, Hui, Cao, Xiaochun
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Sprache:eng
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