Explainable AI (XAI): A systematic meta-survey of current challenges and future opportunities

透明度(行为) 多样性(控制论) 计算机科学 管理科学 数据科学 人工智能 知识管理 工程类 计算机安全
作者
Waddah Saeed,Christian W. Omlin
出处
期刊:Knowledge Based Systems [Elsevier]
卷期号:263: 110273-110273 被引量:365
标识
DOI:10.1016/j.knosys.2023.110273
摘要

learning Deep learning Meta-survey Responsible AI a b s t r a c tThe past decade has seen significant progress in artificial intelligence (AI), which has resulted in algorithms being adopted for resolving a variety of problems.However, this success has been met by increasing model complexity and employing black-box AI models that lack transparency.In response to this need, Explainable AI (XAI) has been proposed to make AI more transparent and thus advance the adoption of AI in critical domains.Although there are several reviews of XAI topics in the literature that have identified challenges and potential research directions of XAI, these challenges and research directions are scattered.This study, hence, presents a systematic meta-survey of challenges and future research directions in XAI organized in two themes: (1) general challenges and research directions of XAI and (2) challenges and research directions of XAI based on machine learning life cycle's phases: design, development, and deployment.We believe that our meta-survey contributes to XAI literature by providing a guide for future exploration in the XAI area.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
orixero应助科研通管家采纳,获得10
刚刚
大个应助科研通管家采纳,获得10
1秒前
1秒前
Lucas应助科研通管家采纳,获得10
1秒前
丘比特应助科研通管家采纳,获得10
1秒前
orixero应助科研通管家采纳,获得10
1秒前
淡定碧玉发布了新的文献求助30
1秒前
Hello应助科研通管家采纳,获得10
1秒前
大模型应助科研通管家采纳,获得10
1秒前
慕青应助科研通管家采纳,获得10
1秒前
Orange应助科研通管家采纳,获得10
1秒前
1秒前
wanci应助科研通管家采纳,获得10
1秒前
领导范儿应助科研通管家采纳,获得10
1秒前
汉堡包应助科研通管家采纳,获得10
1秒前
打打应助科研通管家采纳,获得10
2秒前
Ava应助科研通管家采纳,获得10
2秒前
大模型应助科研通管家采纳,获得10
2秒前
脑洞疼应助科研通管家采纳,获得10
2秒前
WANGYI完成签到,获得积分20
2秒前
打打应助科研通管家采纳,获得10
2秒前
2秒前
FashionBoy应助科研通管家采纳,获得10
2秒前
所所应助科研通管家采纳,获得10
2秒前
2秒前
慕青应助科研通管家采纳,获得10
2秒前
2秒前
bkagyin应助科研通管家采纳,获得10
2秒前
英俊的铭应助科研通管家采纳,获得10
2秒前
冷酷的依瑶应助CARA采纳,获得10
2秒前
Akim应助科研通管家采纳,获得10
2秒前
3秒前
CodeCraft应助科研通管家采纳,获得10
3秒前
3秒前
3秒前
赘婿应助科研通管家采纳,获得10
3秒前
3秒前
3秒前
3秒前
3秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Modern Epidemiology, Fourth Edition 5000
Digital Twins of Advanced Materials Processing 2000
Weaponeering, Fourth Edition – Two Volume SET 2000
Polymorphism and polytypism in crystals 1000
Signals, Systems, and Signal Processing 610
Discrete-Time Signals and Systems 610
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 纳米技术 有机化学 物理 生物化学 化学工程 计算机科学 复合材料 内科学 催化作用 光电子学 物理化学 电极 冶金 遗传学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 6024555
求助须知:如何正确求助?哪些是违规求助? 7657137
关于积分的说明 16176703
捐赠科研通 5172947
什么是DOI,文献DOI怎么找? 2767816
邀请新用户注册赠送积分活动 1751306
关于科研通互助平台的介绍 1637515