Voice fraud represents a significant concern to the security of financial systems . Increasingly advanced criminals are leveraging voice biometrics technology to mimic legitimate account holders , allowing them to authorize unauthorized transfers . This developing technique bypasses traditional authentication measures, potentially leading to signif