1. Introduction  
2. Preliminaries  
3. Tasks  
4. Probabilistic Graphical Models Enhanced Graph Neural Networks  
5. Graph Neural Networks Enhanced Probabilistic Graphical Models  
6. Datasets  
7. Future Directions