1 Introduction  
2 Background  
3 Interpretability and Explainability  
4 Interpretable Inputs  
5 Interpretable Transition and Preference Models  
6 Interpretable Decision-Making  
7 Explainable RL  
8 Open Problems and Research Directions  
9 Conclusion