论文标题

Radar-X:互动混合计划界面界面配对对比解释和修订计划建议

RADAR-X: An Interactive Mixed Initiative Planning Interface Pairing Contrastive Explanations and Revised Plan Suggestions

论文作者

Valmeekam, Karthik, Sreedharan, Sarath, Sengupta, Sailik, Kambhampati, Subbarao

论文摘要

决策支持系统旨在实现明智的决策。近年来,自动化的计划技术已被利用,以增强此类系统以更好地帮助人类的环境。这种决策支持系统的核心思想是通过自动化计划技术来增强人类界的能力,并提高决策质量。除了提供计划支持外,有效的决策支持系统还必须能够根据针对其最终用户提出的决策的特定用户查询提供直观的解释。将其作为动机,我们介绍了我们的决策支持系统Radar-X,该系统通过首先使他们能够指定拟议决策的替代方案(我们称为Foils),然后对这些用户指定的foils condersectized files condects of the用户了解,从而帮助用户了解特定的计划(或FOIL)替代了替代方案(或者Foil for for for for for,否则它将表现出使用户进行交互式解释性对话的能力。此外,系统使用此对话来引起用户的潜在偏好,并通过三种不同的交互策略提供了修订的计划建议。

Decision support systems seek to enable informed decision-making. In the recent years, automated planning techniques have been leveraged to empower such systems to better aid the human-in-the-loop. The central idea for such decision support systems is to augment the capabilities of the human-in-the-loop with automated planning techniques and enhance the quality of decision-making. In addition to providing planning support, effective decision support systems must be able to provide intuitive explanations based on specific user queries for proposed decisions to its end users. Using this as motivation, we present our decision support system RADAR-X that showcases the ability to engage the user in an interactive explanatory dialogue by first enabling them to specify an alternative to a proposed decision (which we refer to as foils), and then providing contrastive explanations to these user-specified foils which helps the user understand why a specific plan was chosen over the alternative (or foil). Furthermore, the system uses this dialogue to elicit the user's latent preferences and provides revised plan suggestions through three different interaction strategies.

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