1 INTRODUCTION  

2 PROBLEM FORMULATION  

3 ATTENTION-BASED NODE/EDGE EMBEDDING  

4 ATTENTION-BASED GRAPH EMBEDDING  

5 ATTENTION-BASED HYBRID EMBEDDING  

6 TYPES OF GRAPH ATTENTION MECHANISM  

7 GRAPH ATTENTION TASKS  

8 DISCUSSION AND CHALLENGES  

9 CONCLUSION