Al-anni, M.K. et al.trans. 2026. A Preemptive Ensemble Learning Framework for KnowledgeBased Network Intrusion Detection. Babylonian Journal of Machine Learning. 2026, (Jul. 2026), 110–131. DOI:https://doi.org/10.58496/BJML/2026/011.