665 citations · 922 across the 15 of their papers we have counts for
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cs.CR2022★ 1 cited
On the Discredibility of Membership Inference Attacks
Shahbaz Rezaei, Xin Liu
With the wide-spread application of machine learning models, it has become critical to study the potential data leakage of models trained on sensitive data. Recently, various membe…
cs.LG2022★ 10 cited
User-Level Membership Inference Attack against Metric Embedding Learning
Guoyao Li, Shahbaz Rezaei, Xin Liu
Membership inference (MI) determines if a sample was part of a victim model training set. Recent development of MI attacks focus on record-level membership inference which limits t…
cs.LG2022★ 2 cited
An Efficient Subpopulation-based Membership Inference Attack
Shahbaz Rezaei, Xin Liu
Membership inference attacks allow a malicious entity to predict whether a sample is used during training of a victim model or not. State-of-the-art membership inference attacks ha…