Code associated with the publication: What model does MuZero learn?

This Dataset contains the code associated with the research paper "What model does MuZero learn?" published at ECAI 2024.Our research aims to study to what extent models learned by MuZero support policy improvement.The code here contains scripts to evaluate models learned by MuZero.Two files implement our policy evaluation and improvement experiments with common functionalities implemented in base.py.The other scripts are for scaling experiments by automatically generating and launching experiment configurations.To train MuZero agents, we used https://github.com/YeWR/EfficientZero and https://github.com/werner-duvaud/muzero-general.

本数据集收录了发表于ECAI 2024的研究论文《What model does MuZero learn?》对应的配套代码。本研究旨在探究MuZero所习得的模型在多大程度上可支撑策略改进（policy improvement）。本数据集附带的代码包含用于评估MuZero所习得模型的脚本，其中两个文件实现了本研究的策略评估与改进实验，其通用功能均封装于base.py文件中；其余脚本则用于开展可扩展实验，通过自动生成并启动实验配置来完成实验流程。为训练MuZero智能体，我们使用了https://github.com/YeWR/EfficientZero与https://github.com/werner-duvaud/muzero-general这两个开源仓库。