I. Introduction  
II. Notations and Preliminaries  
III. Design Perspectives of Graph Transformers  
IV. Taxonomy of Graph Transformers  
V. Application Perspectives of Graph Transformers  
VI. Open Issues and Future Directions  
VII. Conclusion