大数据2024，Vol.10Issue(1)：86-109,24.DOI:10.11959/j.issn.2096-0271.2024013
XAI架构探索与实践
Exploration and practice of XAI architecture
夏正勋 1唐剑飞 1杨一帆 1罗圣美 2张燕 1谭锋镭 1谭圣儒1
作者信息
- 1. 星环信息科技(上海)股份有限公司,上海 200233
- 2. 中孚信息股份有限公司,江苏 南京 211899
- 折叠
摘要
Abstract
XAI(explainable AI)is an important component of trusted AI.In-depth research on the technology points of XAI has been carried out in the current industry,but systematic research on engineering implementation is lacking.This paper proposed a general XAI technical architecture,which started from the follow four aspects:atomic interpretation generation,core competence enhancement,business component embedding and trusted interpretation application.We designed four levels:XAI foundation layer,XAI core competence layer,XAI business component layer and XAI application layer.Through the division of labor and cooperation among the technical layers,the implementation of XAI engineering was guaranteed throughout the whole process.Based on the XAI architecture presented in this paper,new technical modules can be introduced flexibly to support the industrialization application of XAI,providing certain reference for the promotion of XAI in the industry.关键词
可解释AI/可信AI/XAI架构Key words
explainable AI/trusted AI/XAI architecture分类
管理科学引用本文复制引用
夏正勋,唐剑飞,杨一帆,罗圣美,张燕,谭锋镭,谭圣儒..XAI架构探索与实践[J].大数据,2024,10(1):86-109,24.
