Leo Benac

Decision-Point Guided Safe Policy Improvement

Within batch reinforcement learning, safe policy improvement seeks to ensure that the learned policy performs at least as well as the behavior policy that generated the dataset. The core challenge is seeking improvements while balancing risk when many state-action pairs may be infrequently visited.…