Beyond the Markov Equivalence Class: Extending Causal Discovery under Latent Confounding

Mirthe Maria Van Diepen, Ioan Gabriel Bucur, Tom Heskes, Tom Claassen

Abstract: In this work, we show how to combine two popular paradigms for causal discovery from observational data in the presence of latent confounders in order to arrive at a much more informative causal mo...