Voice fraud represents a rising danger to the safety of monetary systems . Increasingly advanced criminals are leveraging voice authentication technology to mimic legitimate users, allowing them to initiate unauthorized payments. This emerging tactic bypasses traditional verification measures, potentially leading to substantial monetary losses for