Toward Scalable and Valid Conditional Independence Testing with Spectral Representations

Alek Fröhlich, Vladimir R. Kostic, Karim Lounici +3

Conditional independence (CI) is central to causal inference, feature selection, and graphical modeling, yet it is untestable in many settings without additional assumptions. Exist…