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Lightweight defense mechanism against adversarial attacks via adaptive pruning and robust distillation

Adversarial training is one of the commonly used defense methods against adversarial attacks, by incorporating adversarial samples into the training process.However, the effectiveness of adversarial training heavily relied on the size of the trained model.Specially, the size of trained models genera...

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Hlavní autor: Bin WANG, Simin LI, Yaguan QIAN, Jun ZHANG, Chaohao LI, Chenming ZHU, Hongfei ZHANG
Médium: Artigo
Jazyk:Inglês
Vydáno: POSTS&TELECOM PRESS Co., LTD 2022-12-01
Edice:网络与信息安全学报
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On-line přístup:https://www.infocomm-journal.com/cjnis/CN/10.11959/j.issn.2096-109x.2022074
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