When Knockoffs fail: diagnosing and fixing non-exchangeability of Knockoffs

Alexandre Blain, Angel Reyero Lobo, Julia Linhart +2

Knockoffs are a popular statistical framework that addresses the challenging problem of conditional variable selection in high-dimensional settings with statistical control. Such s…