1 Introduction  
1.1 The Importance of Explainability  
1.2 Reinforcement Learning  
1.3 Definition of Important Terms  

2 XAI Taxonomy  

3 Non-exhaustive List of XRL Methods  

4 Discussion  
4.1 Conclusion