Causality is crucial to understanding the mechanisms behind complex systems and making decisions that lead intended outcomes. Event sequence data widely collected from many real-world processes, such as electronic health records, web clickstreams, financial transactions, which transmit a great deal of information reflecting causal relations among event types. Unfortunately, recovering causaliti...