StraightDP: Geometry-Aware Differential Privacy for Rectified-Flow Transformers

Xujun Che, Depeng Xu, Xintao Wu

Differentially private (DP) training of text-conditioned generative models suffers a utility cliff at strong privacy. We revisit this problem through the geometry of rectified flow…