Voice deception represents a rising danger to the stability of financial institutions . Increasingly advanced criminals are leveraging voice biometrics technology to impersonate legitimate users, allowing them to initiate unauthorized transfers . This developing tactic bypasses traditional security measures, potentially leading to considerable econ