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utils
PPN_ALEXNET_GIT.py
PPN_Purchase_GIT.py purchase code Jan 19, 2019
PPN_Texas_GIT.py texas and alexnet Jan 20, 2019
README.rst Update README.rst Jan 19, 2019

README.rst

Machine Learning with Membership Privacy using Adversarial Regularization

Getting started

requirements:

numpy
pytorch

Usage

Purchase dataset:

python PPN_Purchase_GIT.py

Texas dataset:

python PPN_Texas_GIT.py

CIFAR dataset:

python PPN_Alexnet_GIT.py

Citing

@inproceedings{nasr2018machine,
 title={Machine learning with membership privacy using adversarial regularization},
 author={Nasr, Milad and Shokri, Reza and Houmansadr, Amir},
 booktitle={Proceedings of the 2018 ACM SIGSAC Conference on Computer and Communications Security},
 pages={634--646},
 year={2018},
 organization={ACM}
 }
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