I. INTRODUCTION

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