Experiments in the OfficeWorld domain is included in the file src/_my_office_world/Experiment1_final.py
.
Experiments in the MineCraft domain is included in the file src/_my_craft/Experiment2_final.py
.
Experiments in the OfficeWorld domain is included in the file src/_my_office_world/Experiment4office.py
.
Experiments in the MineCraft domain is included in the file src/_my_craft/Experiment4craft.py
.
Experiments in the OfficeWorld domain is included in the file src/_my_office_world/Experiment3office.py
.
Experiments in the MineCraft domain is included in the file src/_my_craft/Experiment3craft.py
.
If run the experiment, set is_plot=False
. If plot the result, set is_plot=True
.
All the experiments use Q-values normalization, so use_normalize=True
.
The paper has been published on Knowledge-Based Systems, 2022.
@article{zheng2022lifelong,
title={Lifelong reinforcement learning with temporal logic formulas and reward machines},
author={Zheng, Xuejing and Yu, Chao and Zhang, Minjie},
journal={Knowledge-Based Systems},
volume={257},
pages={109650},
year={2022},
publisher={Elsevier}
}