When is Offline Policy Selection Sample Efficient for Reinforcement Learning?

Vincent Liu, Prabhat Nagarajan, Andrew Patterson +1

Offline reinforcement learning algorithms often require careful hyperparameter tuning. Before deployment, we need to select amongst a set of candidate policies. However, there is l…