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

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

arXiv.org Artificial Intelligence 

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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