The main file for running the bandit experiments is `run.py`; `parameter_sweep.py' was used for hyperparameter tuning in the bandit case. The code for the MoE experiments is in `moe_sweep.py'. All experiments can be replicated by using the included flags, with random seeds starting from zero (e.g., three seeds means we used seed=0,1,2).