Identity fraud is a persistent menace that continues to evolve, presenting new and devious challenges for individuals and businesses. Cybercriminals are regularly exploiting emerging technologies and patterns to compromise sensitive personal information. One notable trend is the increasing use of machine learning for fabricating fake identities. A