Explaining Deep Reinforcement Learning Agents In The Atari Domain through a Surrogate Model

Alexander Sieusahai, Matthew Guzdial

One major barrier to applications of deep Reinforcement Learning (RL) both inside and outside of games is the lack of explainability. In this paper, we describe a lightweight and e…