Contents  
1 Introduction  
2 Related Work  
3 Organization of the Paper  
4 Philosophy of Scientific Explanations  
5 What and Why is Model Interpretability?  
6 Taxonomy of Interpretability Methods  
7 Axiomatic Properties of Attribution Methods  
8 Evaluation Approaches  
9 Interpretable Neuroimaging  
10 Review of Interpretability Methods in Neuroimaging  
11 The Usage Trend of Interpretability Methods  
12 Suggestions for Interpretable Models in Neuroimaging  
13 Conclusion