Graph Classification on CSL (test)
100Mean AccuracyNGNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NGNN2023.10 | 100 | — | — | |
| GNNAK+2023.10 | 100 | — | — | |
| SSWL+2023.10 | 100 | — | — | |
| RNM2023.10 | 100 | — | — | |
| I2GNN2023.10 | 100 | — | — | |
| MAG-GNN2023.10 | 100 | — | — | |
| GPS+LapPE+RWSELayers=12024.02 | 100 | — | — | |
| TIGTLayers=22024.02 | 100 | — | — | |
| TIGTLayers=52024.02 | 100 | — | — | |
| TIGTLayers=102024.02 | 100 | — | — | |
| Cy2C-GINLayers=12024.02 | 98.33 | — | — | |
| TIGTLayers=12024.02 | 98.33 | — | — | |
| GPS+LapPE+RWSELayers=22024.02 | 95 | — | — | |
| GPS+RWSELayers=22024.02 | 93.33 | — | — | |
| GPS+LapPE+RWSELayers=52024.02 | 93.33 | — | — | |
| Cy2C-GCN-12024.02 | 91.3 | — | — | |
| GPS+RWSELayers=52024.02 | 90 | — | — | |
| GPS+RWSELayers=12024.02 | 88.33 | — | — | |
| GPS+LapPE+RWSELayers=102024.02 | 86.67 | — | — | |
| GPS+RWSELayers=102024.02 | 75 | — | — | |
| Cy2C-GINLayers=22024.02 | 46.67 | — | — | |
| RP-GIN2024.02 | 37.6 | — | — | |
| RNI2023.10 | 16 | — | — | |
| GINLaplacian eigenvectors=false2021.02 | 10 | — | — | |
| GraphSageLaplacian eigenvectors=false2021.02 | 10 | — | — | |
| GATLaplacian eigenvectors=false2021.02 | 10 | — | — | |
| GCNLaplacian eigenvectors=false2021.02 | 10 | — | — | |
| GatedGCNLaplacian eigenvectors=false2021.02 | 10 | — | — | |
| GIN2023.10 | 10 | — | — | |
| GIN2024.02 | 10 | — | — | |
| GCN2024.02 | 10 | — | — | |
| GATLayers=12024.02 | 10 | — | — | |
| GATLayers=22024.02 | 10 | — | — | |
| GATLayers=52024.02 | 10 | — | — | |
| GATLayers=102024.02 | 10 | — | — | |
| GRIT+RRWPLayers=12024.02 | 10 | — | — | |
| GRIT+RRWPLayers=22024.02 | 10 | — | — | |
| GRIT+RRWPLayers=52024.02 | 10 | — | — | |
| GRIT+RRWPLayers=102024.02 | 10 | — | — | |
| Cy2C-GINLayers=52024.02 | 9.17 | — | — | |
| Cy2C-GINLayers=102024.02 | 7.49 | — | — | |
| GPSLayers=22024.02 | 6.67 | — | — | |
| GPSLayers=12024.02 | 5 | — | — | |
| GPSLayers=102024.02 | 5 | — | — | |
| GPSLayers=52024.02 | 3.34 | — | — | |
| 3WLGNN2021.06 | — | 30 | 100 | |
| CINmaximum ring size k=82021.06 | — | 100 | 100 | |
| MP-GNNs2021.06 | — | 10 | 10 | |
| RingGNN2021.06 | — | 10 | 10 |