Assumption violations in causal discovery and the robustness of score matching

Francesco Montagna, Atalanti A. Mastakouri, Elias Eulig +5

When domain knowledge is limited and experimentation is restricted by ethical, financial, or time constraints, practitioners turn to observational causal discovery methods to recov…