Evaluating machine-generated explanations: a “Scorecard” method for XAI measurement science

IntroductionMany Explainable AI (XAI) systems provide explanations that are just clues or hints about the computational models-Such things as feature lists, decision trees, or saliency images. However, a user might want answers to deeper questions such as How does it work?, Why did it do that instea...

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Bibliographic Details
Main Authors: Robert R. Hoffman, Mohammadreza Jalaeian, Connor Tate, Gary Klein, Shane T. Mueller
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-05-01
Series:Frontiers in Computer Science
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fcomp.2023.1114806/full