Jiayi Wang
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2026
An exponential mechanism based on quadratic approximations for fine-tuning machine learning models with privacy guarantees
The paper proposes a novel exponential mechanism using quadratic approximations to fine-tune machine learning models on sensitive data while providing strong differential privacy guarantees.
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Papers
cs.LGcs.CRRecentMay 19, 2026
An exponential mechanism based on quadratic approximations for fine-tuning machine learning models with privacy guarantees
Hoang Tran, Jorge Ramirez, Jiayi Wang, Alberto Bocchinfuso +2 more
The paper proposes a novel exponential mechanism using quadratic approximations to fine-tune machine learning models on sensitive data while providing strong differential privacy guarantees.
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