PAIR-CI: Calibrated Conditional Independence Testing for Causal Discovery with Incomplete Data

Thomas S. Robinson, Ranjit Lall

The standard constraint-based paradigm for causal discovery with incomplete data -- impute first, test second -- is frequently miscalibrated: any consistent conditional independenc…