PRCD-MAP: Learning How Much to Trust Imperfect Priors in Causal Discovery

Xihang Shan, Da Zhou

External priors of unknown reliability create a brittle trade-off in causal discovery: blind trust amplifies errors, blind rejection wastes signal. Real priors are also heterogeneo…