Learning Causal Normalizing Flows from Incomplete Data via Observed-Data Likelihood

Trung-Dung Hoang, Alceu Bissoto, Tim Flühmann +4

Causal Normalizing Flows (CNFs) enable causal inference from observational data given the causal structure, but they assume fully observed training data. We introduce MissCNF, whic…