Incorporating Expert Knowledge into Bayesian Causal Discovery of Mixtures of Directed Acyclic Graphs
Recommended citation: Björkman, Z., Loría, J., Wharrie, S., Kaski, S. (2026). " Incorporating Expert Knowledge into Bayesian Causal Discovery of Mixtures of Directed Acyclic Graphs." In Proceedings of the 28th International Conference on Artificial Intelligence and Statistics, volume 300 of Proceedings of Machine Learning Research. https://openreview.net/forum?id=ALmU95pl4m
We provide a meaningful way to incorporate domain knowledge into causal discovery, in the specially hard case of mixtures of graphs. Incorporating the expert knowledge allows inferring correct mixture components, without having observed them.