Methaq Shaker Mahmood. “A Hybrid CNN–LSTM Framework for Network Intrusion Detection With SMOTE Balancing”. Journal of Al-Qadisiyah for Computer Science and Mathematics, vol. 17, no. 4, Dec. 2025, pp. Comp 198–208, doi:10.29304/jqcsm.2025.17.42552.