Mitigating membership inference attacks via weighted smoothing

Mitigating membership inference attacks via weighted smoothing

Recent advancements in deep learning have spotlighted a crucial privacy vulnerability to membership inference attack (MIA), where adversaries can determine if specific data was present in a training set, thus potentially revealing sensitive information. In this paper, we introduce a technique, weigh...

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書目詳細資料
Main Authors:	TAN, Minghan, XIE, Xiaofei, SUN, Jun, WANG, Tianhao
格式:	text
語言:	English
出版:	Institutional Knowledge at Singapore Management University 2023
主題:	Information Security
在線閱讀:	https://ink.library.smu.edu.sg/sis_research/8613 https://ink.library.smu.edu.sg/context/sis_research/article/9616/viewcontent/MitigatingMembership_pvoa_cc_by.pdf
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機構:	Singapore Management University
語言:	English

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