The widespread adoption of mobile payment systems, while offering unparalleled convenience, has unfortunately created a fertile ground for fraudsters. Criminals are constantly developing increasingly sophisticated techniques to compromise user accounts and steal funds. These schemes range from phishing attacks designed to trick users into revealing