Intrinsic Rewards from Self-Organizing Feature Maps for Exploration in Reinforcement Learning

Marius Lindegaard, Hjalmar Jacob Vinje, Odin Aleksander Severinsen

We introduce an exploration bonus for deep reinforcement learning methods calculated using self-organising feature maps. Our method uses adaptive resonance theory (ART) providing o…