The ever-evolving landscape 4G of telecommunications presents a multitude of threats for service providers worldwide. One particularly insidious scheme that poses a significant threat is SIM box fraud. This illicit activity involves the deployment of specialized equipment to bypass legitimate call routing protocols, enabling criminals to make fraud