Interactive reinforcement learning (RL) has been successfully used in various applications in different fields, which has also motivated HCI researchers to contribute in this area. In this paper, we survey interactive RL to empower human-computer interaction (HCI) researchers with the technical background in RL needed to design new interaction techniques and propose new applications. We elucidate the roles played by HCI researchers in interactive RL, identifying ideas and promising research directions. Furthermore, we propose generic design principles that will provide researchers with a guide to effectively implement interactive RL applications.

翻译：互动强化学习(RL)已成功地用于不同领域的各种应用,这也促使HCI研究人员在这一领域作出贡献,在本文中,我们调查互动RL,以增强具有RL技术背景的人类计算机互动(HCI)研究人员的能力,设计新的互动技术和提出新的应用。我们阐述了HCI研究人员在互动RL中发挥的作用,查明各种想法和有希望的研究方向。此外,我们提出了通用设计原则,为研究人员提供有效实施交互式RL应用程序的指南。