Explainable RL Policies by Distilling to Locally-Specialized Linear Policies with Voronoi State Partitioning

Senne Deproost, Dennis Steckelmacher, Ann Nowé

Deep Reinforcement Learning is one of the state-of-the-art methods for producing near-optimal system controllers. However, deep RL algorithms train a deep neural network, that lack…