Amponsah, C. et al. 2026. Toward Transparent Intrusion Detection Systems: An Explainable Ai Approach For Network Security. Journal of Information Technology, Cybersecurity, and Artificial Intelligence. 3, 4 (Jul. 2026), 135–148. DOI:https://doi.org/10.70715/jitcai.2026.v3.i4.079.