I. INTRODUCTION

II. PRELIMINARY

III. GRAPH STRUCTURE UNDERSTANDING TASKS

IV. GRAPH LEARNING TASKS

V. GRAPH-FORMED REASONING

VI. GRAPH REPRESENTATION

VII. KNOWLEDGE GRAPH BASED AUGMENTED RETRIEVAL

VIII. GRAPH-LLM BASED APPLICATIONS

IX. BENCHMARK DATASETS AND EVALUATIONS

X. FUTURE DIRECTIONS

XI. CONCLUSIONS