The incidence of fabricated bank records is becoming a significant problem globally. Criminals are progressively producing sophisticated simulations to enable fraudulent activities, including loan applications, identity theft, and illicit payments . These deceptive versions of monetary information pose a considerable difficulty for credit instituti