Robustness, Privacy, and Generalization of Adversarial Training

Shaopeng Fu
Shaopeng Fu
Bohan Wang
Bohan Wang
Cited by: 0|Views9

Abstract:

Adversarial training can considerably robustify deep neural networks to resist adversarial attacks. However, some works suggested that adversarial training might comprise the privacy-preserving and generalization abilities. This paper establishes and quantifies the privacy-robustness trade-off and generalization-robustness trade-off in ...More

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