2 papers
stat.ML2026
RPWithPrior: Label Differential Privacy in Regression
Haixia Liu, Ruifan Huang
With the wide application of machine learning techniques in practice, privacy preservation has gained increasing attention. Protecting user privacy with minimal accuracy loss is a…
cs.LG2025
Fairness via Independence: A (Conditional) Distance Covariance Framework
Ruifan Huang, Haixia Liu
We explore fairness from a statistical perspective by selectively utilizing either conditional distance covariance or distance covariance statistics as measures to assess the indep…