Abstract: Highlights•A new taxonomy for describing and comparing the recent and main findings in Explainable AI (XAI).•Providing a detailed comparative analysis of existing literature on XAI.•Identifying and presenting open issues and challenges related to XAI.•Guidelines on how to improve XAI solutions to address current and continuing challenges.
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