Estimating Risk and Uncertainty in Deep Reinforcement Learning

William R. Clements, Bastien Van Delft, Benoît-Marie Robaglia +2

Reinforcement learning agents are faced with two types of uncertainty. Epistemic uncertainty stems from limited data and is useful for exploration, whereas aleatoric uncertainty ar…