论文标题

厨师的帽子模拟环境,用于加强学习的代理商

The Chef's Hat Simulation Environment for Reinforcement-Learning-Based Agents

论文作者

Barros, Pablo, Bloem, Anne C., Hootsmans, Inge M., Opheij, Lena M., Toebosch, Romain H. A., Barakova, Emilia, Sciutti, Alessandra

论文摘要

在人机互动(HRI)环境中实现社交互动是一项非常具有挑战性的任务。当前的大多数研究都集中在《巫师》的方法上,这些方法忽略了智能机器人的最新发展。另一方面,实际情况通常无法提供学习算法所需的必要控制和可重复性。在本文中,我们提出了一个虚拟仿真环境,该环境实现了厨师的帽子卡游戏,该游戏旨在用于HRI场景,以提供可控且可重复的方案,用于加强学习算法。

To achieve social interactions within Human-Robot Interaction (HRI) environments is a very challenging task. Most of the current research focuses on Wizard-of-Oz approaches, which neglect the recent development of intelligent robots. On the other hand, real-world scenarios usually do not provide the necessary control and reproducibility which are needed for learning algorithms. In this paper, we propose a virtual simulation environment that implements the Chef's Hat card game, designed to be used in HRI scenarios, to provide a controllable and reproducible scenario for reinforcement-learning algorithms.

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