Graph Classification on OGB-Tox21 (test)
0.7758ROC-AUCHyperDrop + GMT
Evaluation Results
| Method | Links | |
|---|---|---|
| HyperDrop + GMTArchitecture Type=Ours, Evaluation Protocol=Standard Split2021.06 | 0.7758 | |
| GINVirtual Node=True2021.10 | 0.7757 | |
| GatedGCNPositional Encoding=LSPE2021.10 | 0.7754 | |
| GCNVirtual Node=True2021.10 | 0.7746 | |
| GatedGCNPositional Encoding=LapPE2021.10 | 0.7743 | |
| GMTEvaluation Setting=Reproduced2021.02 | 0.773 | |
| GMTArchitecture Type=Global, Evaluation Protocol=Standard Split2021.06 | 0.773 | |
| HyperDropArchitecture Type=Ours, Evaluation Protocol=Standard Split2021.06 | 0.7695 | |
| GCNEvaluation Setting=Leaderboard2021.02 | 0.7529 | |
| GCNVirtual Node=False2021.10 | 0.7529 | |
| MinCutPoolArchitecture Type=Hierarchical, Evaluation Protocol=Standard Split2021.06 | 0.7511 | |
| GCNEvaluation Setting=Reproduced2021.02 | 0.7504 | |
| GCNArchitecture Type=Naive GNN, Evaluation Protocol=Standard Split2021.06 | 0.7504 | |
| GINEvaluation Setting=Leaderboard2021.02 | 0.7491 | |
| GINVirtual Node=False2021.10 | 0.7491 | |
| DiffPoolArchitecture Type=Hierarchical, Evaluation Protocol=Standard Split2021.06 | 0.7488 | |
| EdgePoolArchitecture Type=Hierarchical, Evaluation Protocol=Standard Split2021.06 | 0.7377 | |
| GINEvaluation Setting=Reproduced2021.02 | 0.7327 | |
| GINArchitecture Type=Naive GNN, Evaluation Protocol=Standard Split2021.06 | 0.7327 | |
| DeepSetArchitecture Type=Set, Evaluation Protocol=Standard Split2021.06 | 0.7225 | |
| ASAPArchitecture Type=Hierarchical, Evaluation Protocol=Standard Split2021.06 | 0.7224 | |
| SAGPoolArchitecture Type=Hierarchical, Evaluation Protocol=Standard Split2021.06 | 0.6981 | |
| SortPoolArchitecture Type=Global, Evaluation Protocol=Standard Split2021.06 | 0.6954 | |
| TopKPoolArchitecture Type=Hierarchical, Evaluation Protocol=Standard Split2021.06 | 0.6939 |