Graph Classification on IMDB-M Social TU (10-fold cross validation)
51.68AccuracyHyperDrop
Evaluation Results
| Method | Links | |
|---|---|---|
| HyperDropArchitecture Type=Ours, Evaluation Protocol=10-fold CV2021.06 | 51.68 | |
| HyperDrop + GMTArchitecture Type=Ours, Evaluation Protocol=10-fold CV2021.06 | 51.45 | |
| DiffPoolArchitecture Type=Hierarchical, Evaluation Protocol=10-fold CV2021.06 | 51.31 | |
| MinCutPoolArchitecture Type=Hierarchical, Evaluation Protocol=10-fold CV2021.06 | 51.04 | |
| EdgePoolArchitecture Type=Hierarchical, Evaluation Protocol=10-fold CV2021.06 | 50.79 | |
| ASAPArchitecture Type=Hierarchical, Evaluation Protocol=10-fold CV2021.06 | 50.78 | |
| GMTArchitecture Type=Global, Evaluation Protocol=10-fold CV2021.06 | 50.66 | |
| GCNArchitecture Type=Naive GNN, Evaluation Protocol=10-fold CV2021.06 | 50.39 | |
| DeepSetArchitecture Type=Set, Evaluation Protocol=10-fold CV2021.06 | 50.24 | |
| SAGPoolArchitecture Type=Hierarchical, Evaluation Protocol=10-fold CV2021.06 | 50.23 | |
| HaarPoolArchitecture Type=Hierarchical, Evaluation Protocol=10-fold CV2021.06 | 49.98 | |
| TopKPoolArchitecture Type=Hierarchical, Evaluation Protocol=10-fold CV2021.06 | 48.59 | |
| SortPoolArchitecture Type=Global, Evaluation Protocol=10-fold CV2021.06 | 48.18 | |
| GINArchitecture Type=Naive GNN, Evaluation Protocol=10-fold CV2021.06 | 48.13 |