1 Introduction

2 Preliminary

3 Security and privacy challenges in reinforcement learning

4 Security in reinforcement learning

5 Privacy in reinforcement learning

6 Security and privacy in reinforcement learning applications

7 Discussion and future works

8 Conclusion