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Jun, 2022
解释并非技术术语:XAI中的歧义问题
"Explanation" is Not a Technical Term: The Problem of Ambiguity in XAI
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Leilani H. Gilpin, Andrew R. Paley, Mohammed A. Alam, Sarah Spurlock, Kristian J. Hammond
TL;DR
本研究探讨了可解释性人工智能(XAI)中说明的特征和其效用评估,强调了说明的功能角色、用户知识状态以及生成说明所需的信息的要求,并定义了XAI领域的重要下一步:建立指导和基础系统生成说明效用的度量标准,以避免XAI可能带来的对系统的信任而没有建立其可靠性。
Abstract
There is broad agreement that
artificial intelligence
(AI) systems, particularly those using
machine learning
(ML), should be able to "explain" their behavior. Unfortunately, there is little agreement as to what
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