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]

@inproceedings{TangMSSNHM22,
  title = {Mitigating Membership Inference Attacks by Self-Distillation Through a Novel Ensemble Architecture},
  author = {Xinyu Tang and Saeed Mahloujifar and Liwei Song and Virat Shejwalkar and Milad Nasr and Amir Houmansadr and Prateek Mittal},
  year = {2022},
  url = {https://www.usenix.org/conference/usenixsecurity22/presentation/tang},
  researchr = {https://researchr.org/publication/TangMSSNHM22},
  cites = {0},
  citedby = {0},
  pages = {1433-1450},
  booktitle = {31st USENIX Security Symposium, USENIX Security 2022, Boston, MA, USA, August 10-12, 2022},
  editor = {Kevin R. B. Butler and Kurt Thomas},
  publisher = {USENIX Association},
  isbn = {978-1-939133-31-1},
}