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cs.LG2024

Scaling up the Banded Matrix Factorization Mechanism for Differentially Private ML

Ryan McKenna

Correlated noise mechanisms such as DP Matrix Factorization (DP-MF) have proven to be effective alternatives to DP-SGD in large-epsilon few-epoch training regimes. Significant work…