Graph Classification on OGBG-PPA (test)
80.4AccuracyWIRE
Evaluation Results
| Method | Links | |
|---|---|---|
| WIREModel Architecture=Performer, Complexity=O(N)2025.09 | 80.4 | |
| TransformerComplexity=O(N^2), Positional Encoding=Baseline2025.09 | 80.2 | |
| GPS2022.05 | 80.15 | |
| GPS2024.06 | 80.15 | |
| PerformerComplexity=O(N), Positional Encoding=Baseline2025.09 | 80.09 | |
| ExpC2022.05 | 79.76 | |
| NeuralWalker2024.06 | 78.88 | |
| DeeperGCN2022.05 | 77.12 | |
| k-subtree SAT-PNABase Architecture=PNA2022.02 | 75.22 | |
| K-Subtree SAT2022.05 | 75.22 | |
| SAT2024.06 | 75.22 | |
| k-subtree SAT-GCNBase Architecture=GCN2022.02 | 74.83 | |
| k-subtree SAT-GINBase Architecture=GIN2022.02 | 73.06 | |
| GIN-Virtual NodeVirtual Node=true2022.02 | 70.37 | |
| GINvirtual node=true2022.05 | 70.37 | |
| GIN2024.06 | 70.37 | |
| GIN2022.02 | 68.92 | |
| GCN-Virtual NodeVirtual Node=true2022.02 | 68.57 | |
| GCNvirtual node=true2022.05 | 68.57 | |
| GCN2024.06 | 68.57 | |
| GCN2022.02 | 68.39 | |
| Transformer2022.02 | 64.54 |