Identity fraud is a chronic threat that continues to shift, presenting new and complex challenges for individuals and organizations. Cybercriminals are constantly utilizing emerging technologies and strategies to violate sensitive personal information. One significant trend is the escalating use of machine learning for fabricating fake identities.