Voice deception represents a major concern to the safety of financial operations. Increasingly clever criminals are exploiting voice authentication technology to pose as legitimate users, allowing them to initiate unauthorized transfers . This evolving technique bypasses traditional authentication measures, potentially leading to substantial econom