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cs.LG2026
Coupling Noisy Pairwise Knowledge to the DAG Posterior for Causal Discovery
Guoliang Xu, James E Corter
External causal reports can improve structure learning from limited observations, but their reliability varies across sources and variable pairs. We introduce HB-NoisyKG, a Bayesia…
cs.LG2026
KG-SoftMAP: Soft Knowledge-Graph Priors for Bayesian Network Structure Learning from Sparse Discrete Data
Guoliang Xu, James E. Corter
Learning Bayesian network (BN) structure from sparse discrete data is hard: when each instance records only a few variables, most variable pairs lack the joint observations needed…