A Brief Survey of Deep Reinforcement Learning
Another recent review paper: 
Deep Reinforcement Learning: An Overview, <a href="https://arxiv.org/abs/1701.07274" rel="nofollow">https://arxiv.org/abs/1701.07274</a>