2025. Graph Neural Networks for Bidirected and Multidirected Graphs: A Formal Review. Abhath Journal of Basic and Applied Sciences. 4, 2 (Dec. 2025), 20–39. DOI:https://doi.org/10.59846/ajbas.v4i2.832.