1 Introduction

2 Preliminaries of the Transformer

3 Taxonomy of Transformers in Time Series

4 Network Modifications for Time Series

5 Applications of Time Series Transformers

6 Experimental Evaluation and Discussion

7 Future Research Opportunities

8 Conclusion