I. INTRODUCTION  
A. Existing Surveys on Graph Summarization  
B. Contributions  

II. DEFINITIONS AND BACKGROUND  

III. GRAPH SUMMARIZATION: AN EVOLUTION  

IV. GRAPH SUMMARIZATION WITH GNNs  

V. GRAPH REINFORCEMENT LEARNING  

VI. PUBLISHED ALGORITHMS AND DATASETS  

VII. DISCUSSION AND FUTURE DIRECTIONS  

VIII. CONCLUSION