Open Source Repositories for PPML#

Note

Hey guys, this is my personal reading note. I am not sure there might be some mistakes in my understanding. Please feel free to correct me (hsiangjenli@gmail.com) if you find any. Thanks!

Code Snippets#

Homomorphic Encryption#

Privacy Preserving Machine Learning framework#

Others#

References#

[1]

Ayoub Benaissa, Bilal Retiat, Bogdan Cebere, and Alaa Eddine Belfedhal. Tenseal: a library for encrypted tensor operations using homomorphic encryption. 2021. arXiv:2104.03152.

[2]

Deevashwer Rathee, Mayank Rathee, Rahul Kranti Kiran Goli, Divya Gupta, Rahul Sharma, Nishanth Chandran, and Aseem Rastogi. Sirnn: a math library for secure rnn inference. In 2021 IEEE Symposium on Security and Privacy (SP), 1003–1020. IEEE, 2021.

[3]

missing journal in lynn2007implementation