Hierarchical Support Vector State Partitioning for Distilling Black Box Reinforcement Learning Policies

Senne Deproost, Mehrdad Asadi, Ann Nowé

We introduce State Vector Space Partitioning (SVSP), a novel method to mimic a black box reinforcement learning policy using a set of human-interpretable subpolicies. By partitioni…