Identity fraud is a persistent threat that continues to evolve, presenting new and complex challenges for individuals and organizations. Cybercriminals are frequently exploiting emerging technologies and trends to violate sensitive personal information. One striking trend is the escalating use of machine learning for generating forged identities.