Peng, Y., Xia, J., Liu, D., Liu, M., Xiao, L., Shi, B. (2025). Unifying topological structure and self-attention mechanism for node classification in directed networks. Scientific Reports. https://doi.org/10.1038/s41598-024-84816-z