Mitigating Membership Inference Attacks by Self-Distillation Through a Novel Ensemble Architecture

Xinyu Tang, Saeed Mahloujifar, Liwei Song, Virat Shejwalkar, Milad Nasr, Amir Houmansadr, Prateek Mittal. Mitigating Membership Inference Attacks by Self-Distillation Through a Novel Ensemble Architecture. In Kevin R. B. Butler, Kurt Thomas, editors, 31st USENIX Security Symposium, USENIX Security 2022, Boston, MA, USA, August 10-12, 2022. pages 1433-1450, USENIX Association, 2022. [doi]

Abstract

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