Identity fraud is a ongoing menace that continues to transform, presenting new and sophisticated challenges for individuals and institutions. Cybercriminals are constantly leveraging emerging technologies and trends to violate sensitive personal information. One striking trend is the escalating use of artificial intelligence for creating synthetic