Security and privacy-preserving mechanisms in collaborative machine learning: A systematic review with novel taxonomy

Summary

A systematic review of security and privacy-preserving mechanisms in collaborative machine learning proposes a novel taxonomy for organizing them. The paper appeared in the Journal of Information Security and Applications, Volume 102, in November 2026. The authors are Ammar Yaseen Tuama, Taha Mohammed Hasan, and Ahmad Chalak Shakir.