Supplementary material here.
Use pip install -r requirements.txt to install all the dependencies.
Go to the pyemd folder and use pip install -e . for installing pyemd.
Run epsilon-greedy exploration using python q_learning.py
Run MBIE-EB using `python q_learning_count_based.py
Run Pursuit exploration using python q_learning_pursuit.py
Run Softmax exploration using python q_learning_softmax.py
Run T-ReX using python run_trex_curr.py
Use the --help flag to check available parameters.