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...

Full description

Bibliographic Details

Published in:	网络与信息安全学报
Main Author:	Bin WANG, Simin LI, Yaguan QIAN, Jun ZHANG, Chaohao LI, Chenming ZHU, Hongfei ZHANG
Format:	Article
Language:	English
Published:	POSTS&TELECOM PRESS Co., LTD 2022-12-01
Subjects:	adversarial defenses pruning robust distillation lightweight network
Online Access:	https://www.infocomm-journal.com/cjnis/CN/10.11959/j.issn.2096-109x.2022074