BriefGPT.xyz
Jul, 2023
一项全面评估不同成员推断攻击的研究
SoK: Comparing Different Membership Inference Attacks with a Comprehensive Benchmark
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Jun Niu, Xiaoyan Zhu, Moxuan Zeng, Ge Zhang, Qingyang Zhao...
TL;DR
本文提出了一个称为MIBench的综合基准,旨在比较不同的成员推断攻击,其中包括评估指标和评估场景,并且以公平和系统的方式比较了15种最先进的MI攻击算法,覆盖了7个广泛使用的数据集和7种代表性的模型。
Abstract
membership inference
(MI) attacks threaten user privacy through determining if a given data example has been used to train a target model. However, it has been increasingly recognized that the "
comparing
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