Identity fraud is a persistent challenge that continues to evolve, presenting new and devious challenges for individuals and organizations. Cybercriminals are regularly leveraging emerging technologies and patterns to compromise sensitive personal information. One notable trend is the increasing use of machine learning for generating forged identi