In this report, we present results reproductions for several core algorithms implemented in the OpenSpiel framework for learning in games. The primary contribution of this work is a validation of OpenSpiel's re-implemented search and Reinforcement Learning algorithms against the results reported in their respective originating works. Additionally, we provide complete documentation of hyperparameters and source code required to reproduce these experiments easily and exactly.
翻译:在本报告中,我们介绍了在OpenSpiel游戏学习框架中实施的若干核心算法的结果复制情况,这项工作的主要贡献是对OpenSpiel重新实施的搜索和强化学习算法进行验证,使其与各自原创作品中所报告的结果相对照。此外,我们还完整地记录了为方便和准确地复制这些实验所需的超参数和源代码。