Cocoon: A System Architecture for Differentially Private Training with Correlated Noises

Donghwan Kim, Xin Gu, Jinho Baek +6

Machine learning (ML) models memorize and leak training data, causing serious privacy issues to data owners. Training algorithms with differential privacy (DP), such as DP-SGD, hav…