Differentially Private One-Shot Federated Inference for Linear Mixed Models via Lossless Likelihood Reconstruction

Keisuke Hanada, Toshio Shimokawa, Kazushi Maruo

One-shot federated learning enables multi-site inference with minimal communication. However, sharing summary statistics can still leak sensitive individual-level information when…