The rise of contactless transaction methods, particularly handheld payments, has undeniably brought ease to consumers. However, this growth has also created a attractive ground for fraudulent activity. As more individuals utilize handheld payment platforms, criminals are developing increasingly clever schemes to misappropriate private data. These e