Identity fraud is a chronic threat that continues to transform, presenting new and devious challenges for individuals and institutions. Cybercriminals are constantly leveraging emerging technologies and trends to compromise sensitive personal information. One significant trend is the escalating use of machine learning for fabricating forged identi