PCDP-SGD: Improving the Convergence of Differentially Private SGD via Projection in Advance

Haichao Sha, Ruixuan Liu, Yixuan Liu +1

The paradigm of Differentially Private SGD~(DP-SGD) can provide a theoretical guarantee for training data in both centralized and federated settings. However, the utility degradati…