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arXiv 2302.11577cs.HCcs.AIcs.LG

Explainable AI does not provide the explanations end-users are asking for

Arca Blanca Ltd.(阿尔卡布兰卡有限公司)

Savio Rozario, George Čevora

英文摘要:

Explainable Artificial Intelligence (XAI) techniques are frequently required by users in many AI systems with the goal of understanding complex models, their associated predictions, and gaining trust. While suitable for some specific tasks during development, their adoption by organisations to enhance trust in machine learning systems has unintended consequences. In this paper we discuss XAI's limitations in deployment and conclude that transparency alongside with rigorous validation are better suited to gaining trust in AI systems.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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