Regulators have signalled an interest in adopting explainable AI(XAI) techniques to handle the diverse needs for model governance, operational servicing, and compliance in the financial services industry. In this short overview, we review the recent technical literature in XAI and argue that based on our current understanding of the field, the use of XAI techniques in practice necessitate a highly contextualized approach considering the specific needs of stakeholders for particular business applications.
翻译:监管者表示有兴趣采用可解释的AI(XAI)技术,以满足金融服务行业在示范治理、业务服务和合规方面的不同需求,在这一简短的概述中,我们审查了XAI最近的技术文献,认为根据我们目前对该领域的理解,在实践中使用XAI技术需要一种高度符合具体情况的方法,考虑到利益攸关方在特定商业应用方面的具体需要。