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Bayesian network learning algorithms have been widely used for causal discovery since the pioneer work cite{pearl:1991, Spirtes:1993}. Among all existing algorithms, three-phase dependency analysis algorithm (TPDA) \cite{Jie:2002} is the most efficient one in the sense that it has polynomial-time co ...