José Lucas De Melo Costa

Knowledge-Informed Local Causal Discovery of Optimal Adjustment Sets

Seong Woo Ahn, Alessandro Leite, José Lucas De Melo Costa, Fabrice Popineau, Bich-Liên Doan, Arpad Rimmel

Local causal discovery is a scalable alternative to global structure learning. However, it can struggle to identify valid adjustment sets in data-scarce settings because of finite-sample uncertainty, incomplete local neighborhoods, and unresolved Markov equivalence. Although many…Read more