The pretraining domain outweighs the training objective in setting the privacy-utility trade-off of differentially private medical image analysis.

arXiv:2601.19618v3 Announce Type: replace-cross Abstract: Differential privacy limits how much each training image can influence a medical imaging model but lowers its diagnostic accuracy. Pretrained weights reduce this loss. It is unknown whether the pretrain