Node-Level Substructure Counting on synthetic dataset
35.153-Cycle RatioMPNN
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MPNN2023.09 | 35.15 | 27.42 | 20.88 | 15.55 | 36.31 | 31.14 | 16.45 | 15.92 | 29.79 | |
| ID-GNN2023.09 | 0.06 | 0.22 | 4.9 | 4.95 | 10.53 | 4.54 | 0.26 | 2.73 | 6.28 | |
| GNNAK+2023.09 | 0.04 | 0.41 | 1.33 | 2.38 | 0.43 | 1.12 | 0.49 | 0.75 | 13.11 | |
| 2-DRFWL(2) GNN2023.09 | 0.04 | 0.15 | 0.34 | 0.87 | 0.3 | 0.26 | 0.09 | 0.81 | 0.7 | |
| NGNN2023.09 | 0.03 | 0.13 | 4.02 | 4.39 | 10.44 | 3.92 | 0.45 | 2.44 | 7.29 | |
| PPGN2023.09 | 0.03 | 0.09 | 0.36 | 0.71 | 0.26 | 0.15 | 16.46 | 0.41 | 1.44 | |
| I2-GNN2023.09 | 0.03 | 0.16 | 0.28 | 0.82 | 0.11 | 0.1 | 0.03 | 0.41 | 0.13 |