Description: This package includes the MATLAB code of the PPSGD algorithm. It utilizes a small public database in differentially private ERM. A Readme file and an example file are included in the package.
References: J. Wang and Z.-H. Zhou. Differentially private learning with small public data. In: Proceedings of the 34th AAAI Conference on Artificial Intelligence (AAAI'20), New York, NY, 2020.
ATTN: This package is free for academic usage. You can run it at your own risk. For other purposes, please contact Prof. Zhi-Hua Zhou.
Requirement: The package was developed with MATLAB 2019a.
ATTN2: This package was developed by Mr. Jun Wang (wangj@lamda.nju.edu.cn). For any problem concerning the code, please feel free to contact Mr. Wang.
Download:
code (312KB)