Paper Digest

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!

Table of Contents:

• When machine learning meets privacy: A survey and outlook
• A survey of privacy attacks in machine learning
• Survey on federated learning threats: Concepts, taxonomy on attacks and defences, experimental study and challenges
• WIP - Privacy-preserving machine learning: Methods, challenges and directions
• WIP - Outline of Privacy-preserving machine learning: Methods, challenges and directions
• On hyperparameter optimization of machine learning algorithms: Theory and practice

🚀 PPML

• Open Source Repositories for PPML
• WIP - Outline of Privacy-preserving machine learning: Methods, challenges and directions
• WIP - Privacy-preserving machine learning: Methods, challenges and directions