论文标题

一般游戏中的实验研究:经验报告

Experimental Studies in General Game Playing: An Experience Report

论文作者

Kowalski, Jakub, Szykuła, Marek

论文摘要

我们描述了将近十五年的一般游戏在玩实验研究历史上,在可重复性和公平性的各种GGP代理和旨在玩不同形式主义描述的游戏的系统之间进行了比较。我们认为,我们的调查可能会提供一个有趣的观点,说明如何在没有更好的可能性时允许混乱的方法。最后,从我们基于经验的观点来看,我们想提出一些建议,介绍如何在将来如何适当处理这种特定的异质研究分支。本说明的目的是指出该地区实验研究中的常见困难和问题。我们希望我们的建议将有助于避免在以后的工作中避免它们,并进行更多公平和可重复的比较。

We describe nearly fifteen years of General Game Playing experimental research history in the context of reproducibility and fairness of comparisons between various GGP agents and systems designed to play games described by different formalisms. We think our survey may provide an interesting perspective of how chaotic methods were allowed when nothing better was possible. Finally, from our experience-based view, we would like to propose a few recommendations of how such specific heterogeneous branch of research should be handled appropriately in the future. The goal of this note is to point out common difficulties and problems in the experimental research in the area. We hope that our recommendations will help in avoiding them in future works and allow more fair and reproducible comparisons.

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