Differentially Private Model-X Knockoffs via Johnson-Lindenstrauss Transform

Yuxuan Tao, Adel Javanmard

We introduce a novel privatization framework for high-dimensional controlled variable selection. Our framework enables rigorous False Discovery Rate (FDR) control under differentia…