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Principles of Explanation in Human-AI Systems
XAI systems are frequently algorithm-focused; starting and ending with an algorithm that implements a basic untested idea about explainability.
Explainable artificial intelligence
Explainable Artificial Intelligence (XAI)
Explanation in Human-AI Systems: A Literature Meta-Review, Synopsis of Key Ideas and Publications, and Bibliography for Explainable AI
That said, most of the key concepts and issues are expressed in this Report.
Metrics for Explainable AI: Challenges and Prospects
The question addressed in this paper is: If we present to a user an AI system that explains how it works, how do we know whether the explanation works and the user has achieved a pragmatic understanding of the AI?
