Search Results for author: Xiaohuan Li

Found 2 papers, 0 papers with code

Differentially Private and Fair Classification via Calibrated Functional Mechanism

no code implementations14 Jan 2020 Jiahao Ding, Xinyue Zhang, Xiaohuan Li, Junyi Wang, Rong Yu, Miao Pan

In order to enforce $\epsilon$-differential privacy and fairness, we leverage the functional mechanism to add different amounts of Laplace noise regarding different attributes to the polynomial coefficients of the objective function in consideration of fairness constraint.

Autonomous Driving BIG-bench Machine Learning +4

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