Identity fraud is a chronic menace that continues to evolve, presenting new and complex challenges for individuals and organizations. Cybercriminals are regularly exploiting emerging technologies and strategies to breach sensitive personal information. One notable trend is the increasing use of machine learning for generating synthetic identities.