Sabbar, Y. and Nisar, K.S. 2026. A selective review of modern stochastic modeling: SDE/SPDE numerics, data-driven identification, and generative methods with applications in biomathematics. Transactions on Computational Modeling and Intelligent Systems. 2, (Jan. 2026), 10028. DOI:https://doi.org/10.65112/tcmis.10028.