1 Introduction  
3 Counterfactual Fairness on Graphs  
4 Counterfactual Explanation on Graphs  
5 Counterfactual Link Prediction and Recommendation  
6 Real-World Applications of Graph Counterfactual Learning  
7 Future Directions  
8 Conclusion  