Weixin Zhao
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126
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2026
DPDSyn: Improving Differentially Private Dataset Synthesis for Model Training by Downstream Task Guidance
DPDSyn improves differentially private dataset synthesis by training a differentially private AI model on the original private data, which is then used to generate synthetic datasets that maintain high utility for downstream tasks.
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Papers
cs.CRRecentApr 17, 2026
DPDSyn: Improving Differentially Private Dataset Synthesis for Model Training by Downstream Task Guidance
Mingxuan Jia, Wen Huang, Weixin Zhao, Xingyi Wang +2 more
DPDSyn improves differentially private dataset synthesis by training a differentially private AI model on the original private data, which is then used to generate synthetic datasets that maintain hig…
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