Identity fraud is a chronic menace that continues to evolve, presenting new and sophisticated challenges for individuals and businesses. Cybercriminals are constantly leveraging emerging technologies and trends to violate sensitive personal information. One striking trend is the increasing use of machine learning for generating synthetic identitie