README

Install Python and make sure that the python command can be ran from your command line.

Install require python packages with:

pip install seaborn pandas matplotlib numpy scipy

Then run

python sea_salt_experiment.py

to produce:

Run

python papageorgiou_results.py

to produce:

Code for experiments and figures in "Reward Bases: Instanteous Reward Revaluation with Temporal Difference Learning". Paper can be found here: https://www.biorxiv.org/content/biorxiv/early/2022/04/14/2022.04.14.488361.full.pdf

Run

python room_task_experiments.py

to produce:

Further information

The files envs.py contains the environment classes for the various experiments and the learners.py file contains the classes for the reward basis, temporal difference, and successor representation agent