The Value-Improvement Path: Towards Better Representations for Reinforcement Learning

Will Dabney, André Barreto, Mark Rowland +4

In value-based reinforcement learning (RL), unlike in supervised learning, the agent faces not a single, stationary, approximation problem, but a sequence of value prediction probl…