Explainable AI and the philosophy and practice of explanation

被引:16
作者
O'Hara, Kieron [1 ]
机构
[1] Univ Southampton, Elect & Comp Sci, Southampton SO17 1BJ, Hants, England
基金
英国工程与自然科学研究理事会;
关键词
Explanation; AI; GDPR; Explainable AI; XAI;
D O I
10.1016/j.clsr.2020.105474
中图分类号
D9 [法律]; DF [法律];
学科分类号
0301 ;
摘要
Considerations of the nature of explanation and the law are brought together to argue that computed accounts of AI systems' outputs cannot function on their own as explanations of decisions informed by AI. The important context for this inquiry is set by Article 22(3) of GDPR. The paper looks at the question of what an explanation is from the point of view of the philosophy of science - i.e. it asks not what counts as explanatory in legal terms, or what an AI system might compute using provenance metadata, but rather what explanation as a social practice consists in, arguing that explanation is an illocutionary act, and that it should be considered as a process, not a text. It cannot therefore be computed, although computed accounts of AI systems are likely to be important inputs to the explanatory process. (C) 2020 Kieron O'Hara. Published by Elsevier Ltd. All rights reserved.
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页数:7
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