As networks evolve into the high-speed realm of 5G, fraudsters are relentlessly targeting new avenues to exploit vulnerabilities. Among the most insidious threats is SIM box fraud, a scheme that leverages compromised SIM cards to fabricate fraudulent traffic. This nefarious operations can result in significant financial losses for carriers, disrupt