Section 2 briefly introduces the theory of forward–backward stochastic differential equations and neural networks, briefly reviews the deep learning approach to solving the numerical solution of the BSDE (DBSDE method), and designs a hybrid BiGRU model to solve the equations. Section 3 designs and...