Mitigating membership inference attacks via weighted smoothing

• Main Authors: TAN, Minghan, XIE, Xiaofei, SUN, Jun, WANG, Tianhao
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Information Security
• Online Access: 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
• Institution: Singapore Management University

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...