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

• OpenMined/TenSEAL
• OpenMined/TenSEAL (Save/Load Key & Encrypted Data @ BFV)

Homomorphic Encryption

• jonaschn/awesome-he

• serengil/LightPHE

• ibarrond/Pyfhel

• openfheorg/openfhe-python

• OpenMined/TenSEAL [1]

Privacy Preserving Machine Learning framework

• facebookresearch/CrypTen

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.