1 INTRODUCTION

2 PRELIMINARY

3 GNNS WITH HETEROPHILY: FRAMEWORK AND TAXONOMY

4 HETEROPHILIC GNNS WITH NON-LOCAL NEIGHBOR EXTENSION

5 HETEROPHILIC GNN ARCHITECTURE REFINEMENT

6 HYBRID METHODS

7 DISCUSSION

8 FUTURE DIRECTIONS

9 CONCLUSION