Mustafa Osman I. Elamin

AI-driven cybersecurity in the gulf states: governance challenges and a proposed GCC-wide ethical framework

The study proposes a novel GCC-wide AI governance framework comprising four integrated layers: regulatory (risk-based classification), technical (explainable AI methods such as SHAP/LIME, federated learning, and differential privacy), oversight, and capacity-building (workforce development and regional intelligence sharing).