Voice fraud represents a major risk to the security of financial institutions . Increasingly clever criminals are utilizing voice biometrics technology to pose as legitimate users, allowing them to conduct illicit payments. This emerging method bypasses traditional authentication measures, potentially leading to substantial economic damages for bot