Local Markov Equivalence for PC-style Local Causal Discovery and Identification of Controlled Direct Effects
arXiv:2505.02781v4 Announce Type: replace
Abstract: Identifying controlled direct effects (CDEs) is crucial across numerous scientific domains. While existing methods can identify these effects from causal directed acyclic graphs (DAGs), the true DAG …