With the rapid development of artificial intelligence and data science, Dynamic Bayesian Network (DBN), as an effective probabilistic graphical model, has been widely used in many engineering fields.

The brain’s cognitive capabilities, including perception, reasoning, learning, and decision-making, arise from the complex interplay among neuronal circuits. These circuits possess topologies and ...