| node-classification-on-actor | CNMPGNN | – | Accuracy: 36.25 ± 0.98 |
| node-classification-on-chameleon | CNMPGNN | – | Accuracy: 73.29±1.29 |
| node-classification-on-citeseer | CNMPGNN | – | Accuracy: 76.81±1.40 |
| node-classification-on-cora | CNMPGNN | – | Accuracy: 88.20±1.22% |
| node-classification-on-cornell | CNMPGNN | – | Accuracy: 82.38 ± 6.13 |
| node-classification-on-pubmed | CNMPGNN | – | Accuracy: 90.07± 0.43 |
| node-classification-on-squirrel | CNMPGNN | – | Accuracy: 63.60±1.96 |
| node-classification-on-texas | CNMPGNN | – | Accuracy: 85.68±5.28 |
| node-classification-on-wisconsin | CNMPGNN | – | Accuracy: 86.63 ± 3.57 |