Resources

Below are some relevant blogs, papers, and talks. Please let us know if any of the links are broken.

Blogs

• Secure collaborative analytics and ML using MC²

• Secure collaborative learning using the MC² platform, and applications in Telecom

• Secure Collaborative XGBoost on Encrypted Data

Talks (Videos)

• Secure collaborative learning using the MC² platform | Healthcare NLP Summit 2021

• A Secure Collaborative Learning Platform | Ray Summit 2020

• [Tutorial] Introduction to MC² with Secure XGBoost | RISE Camp 2020

• [Tutorial] Federated XGBoost | RISE Camp 2019

• Opaque: A Data Analytics Platform with Strong Security | Spark Summit East 2017

Slides

• MC²: A Platform for Secure Collaborative Computation | RISE Camp 2020

• Secure Collaborative Learning: Federation and Coopetition | RISE Camp 2019

• Federated XGBoost: Introduction to Collaborative XGBoost Training | RISE Camp 2019

Papers

• Opaque SQL Paper

• Secure XGBoost Paper

Contact

• Message us on Slack

• Open a GitHub Issue

• Shoot us an email at mc2-dev@googlegroups.com