DPDSyn guides differentially private dataset synthesis with a downstream-task model trained under DP, yielding higher accuracy and faster generation than prior distribution-selection methods.
WDP-GAN: Weighted graph gener- ation with gan under differential privacy.IEEE Transac- tions on Network and Service Management, 20(4):5155– 5165,
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DPDSyn: Improving Differentially Private Dataset Synthesis for Model Training by Downstream Task Guidance
DPDSyn guides differentially private dataset synthesis with a downstream-task model trained under DP, yielding higher accuracy and faster generation than prior distribution-selection methods.