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alipay / Antchain-MPC

Licence: other
Antchain-MPC is a library of MPC (Multi-Parties Computation)

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Antchain-MPC

Antchain-MPC is a open-source library for providing multiparty computation (MPC) algorithms/protocols. It includes Morse-STF, ...

Morse-STF: A tool for privacy-preserving machine learning using MPC.

Others: Coming later.

News

Sep 3, 2022

πŸŽ‰πŸŽ‰πŸŽ‰ MPC-Secure KMeans, Partially-Secure PCA, Fully-Secure PCA have been updated. Running examples can be seen here. Please note that fake inverse_sqrt (used in Fully-Secure PCA) is NOT secure. We will release the real code later due to business reasons.

June 13, 2022

User Guide for Morse-STF has been updated.

Morse-STF

Morse-STF is a tool for privacy-preserving machine learning using MPC. We outline more information below:

Folder Description
conf configuration files
ducuments descriptive files (keep updating)
examples runnning examples for stensorflow
stensorflow importing folder for all functionality
unitest testing files for different units used in stensorflow
output store output files

User Guide

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Python Package Index

If you do not prefer to git clone our repository, python packages are here via pip install.

Disclaimer

Part of code has been used in AntChain products. If you use it for business, please don't hesitate to get in touch with our team.

For academic usage, please cite our paper (under anonymous review, to be updated).

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