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Why Bad Coffee? Explaining Agent Plans with Valuings

机译:为什么喝咖啡不好?用价值解释代理人计划

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An important issue in deploying an autonomous system is how to enable human users and stakeholders to develop an appropriate level of trust in the system. It has been argued that a crucial mechanism to enable appropriate trust is the ability of a system to explain its behaviour. Obviously, such explanations need to be comprehensible to humans. We argue that it makes sense to build on the results of extensive research in social sciences that explores how humans explain their behaviour. Using similar concepts for explanation is argued to help with comprehensibility, since the concepts are familiar. Following work in the social sciences, we propose the use of a folk-psychological model that utilises beliefs, desires, and "valuings". We propose a formal framework for constructing explanations of the behaviour of an autonomous system, present an (implemented) algorithm for giving explanations, and present evaluation results.
机译:部署自治系统中的一个重要问题是如何使人类用户和利益相关者能够对系统建立适当的信任级别。有人认为,实现适当信任的关键机制是系统解释其行为的能力。显然,这种解释需要人类理解。我们认为,以社会科学的广泛研究结果为基础是有意义的,该研究探索了人类如何解释其行为。有人认为使用类似的概念进行解释有助于理解,因为这些概念很熟悉。在社会科学领域开展工作之后,我们建议使用一种利用信念,欲望和“价值”的民间心理学模型。我们提出了一个用于构建对自治系统行为的解释的正式框架,提出了一种(已实现的)算法来给出解释,并给出了评估结果。

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