Graph Classification on PTC (Accuracy)
69.63AccuracyUGT
Evaluation Results
| Method | Links | |
|---|---|---|
| UGT# Parameters=12,0382023.11 | 69.63 | |
| UGT2023.11 | 69.63 | |
| HGLET + SVMInput Type=Combo, # Parameters=2562023.11 | 68.28 | |
| HGLET + SVMFeature Type=Combo2023.11 | 68.28 | |
| HGLET + SVMInput Type=Edge2023.11 | 67.71 | |
| HGLET + SVMFeature Type=Edge2023.11 | 67.71 | |
| CCIN2026.05 | 67.6 | |
| GSN2026.05 | 67.2 | |
| TopoTune2026.05 | 67.2 | |
| HTML2026.05 | 66.9 | |
| Natural GN2026.05 | 66.8 | |
| GAT2023.11 | 66.7 | |
| GAT2023.11 | 66.7 | |
| GFN# Parameters=65,6182023.11 | 66.6 | |
| GFN2023.11 | 66.6 | |
| PPGNs2026.05 | 66.2 | |
| KGWL2026.05 | 66.2 | |
| PathNN2026.05 | 65.8 | |
| TopNets2026.05 | 65.7 | |
| GTR2026.05 | 65.2 | |
| WLHN2026.05 | 65.1 | |
| RePHINE2026.05 | 64.9 | |
| GIN2026.05 | 64.6 | |
| GCN2023.11 | 64.2 | |
| GCN2023.11 | 64.2 | |
| GS-SVM2023.11 | 63.94 | |
| GS-SVM2023.11 | 63.94 | |
| HGLET + SVMInput Type=Node2023.11 | 62.85 | |
| HGLET + SVMFeature Type=Node2023.11 | 62.85 | |
| MSPN2026.05 | 62.6 | |
| CWN2026.05 | 62.1 | |
| GraphSNN2026.05 | 61.6 | |
| G3N2026.05 | 60 | |
| WL kernel2026.05 | 59.9 | |
| DGCNN2026.05 | 58.6 | |
| DGCNN2023.11 | 58.59 | |
| DGCNN2023.11 | 58.59 | |
| IGN2026.05 | 58.5 | |
| H-SCLparameter=β2022.08 | 57.7 | |
| H-UCL2022.08 | 57.3 | |
| RWK2026.05 | 55.8 | |
| SCL2022.08 | 55.8 | |
| GHWT + SVMInput Type=Edge2023.11 | 55.71 | |
| GHWT + SVMFeature Type=Edge2023.11 | 55.71 | |
| GKk=32026.05 | 55.4 | |
| UCL2022.08 | 55.3 | |
| GHWT + SVMInput Type=Node2023.11 | 52.29 | |
| GHWT + SVMFeature Type=Node2023.11 | 52.29 | |
| GHWT + SVMInput Type=Combo2023.11 | 51.71 | |
| GHWT + SVMFeature Type=Combo2023.11 | 51.71 |