Hamela K. 2026. “Advancing Intrusion Detection Systems: A Comprehensive Review of Deep Learning and Hyperparameter Optimization Techniques”. International Journal of Computer Information Systems and Industrial Management Applications 18 (17s):426-36. https://doi.org/10.70917/ijcisim-2026-4751.