论文标题
XAI-P-T：对从实践到理论的可解释的人工智能的简要回顾
XAI-P-T: A Brief Review of Explainable Artificial Intelligence from Practice to Theory
论文作者
论文摘要
在这项工作中，我们报告了一些基本文献中确定的可解释AI（XAI）的实际和理论方面。尽管在代表Xai背景方面有大量工作，但大多数工作人员都指出了一个离散的思想方向。在实践中提供对文学的见解和理论同时的洞察力仍然是该领域的差距。这很重要，因为这种联系有助于早期XAI研究人员的学习过程，并为经验丰富的Xai学者提供了明亮的立场。我们首先关注黑盒解释的类别，并给出一个实际的例子。后来，我们讨论了理论上的解释如何基于多学科领域的主体。最后，提出了未来作品的一些方向。
In this work, we report the practical and theoretical aspects of Explainable AI (XAI) identified in some fundamental literature. Although there is a vast body of work on representing the XAI backgrounds, most of the corpuses pinpoint a discrete direction of thoughts. Providing insights into literature in practice and theory concurrently is still a gap in this field. This is important as such connection facilitates a learning process for the early stage XAI researchers and give a bright stand for the experienced XAI scholars. Respectively, we first focus on the categories of black-box explanation and give a practical example. Later, we discuss how theoretically explanation has been grounded in the body of multidisciplinary fields. Finally, some directions of future works are presented.
