Cross-validating causal discovery via Leave-One-Variable-Out

Daniela Schkoda, Philipp Faller, Patrick Blöbaum +1

We propose a new approach to falsify causal discovery algorithms without ground truth, which is based on testing the causal model on a variable pair excluded during learning the ca…