Node Classification on PubMed H=0.80 (accuracy)
89.98AccuracyDeltaGNN
Evaluation results
| Method | Links | |
|---|---|---|
| DeltaGNNvariant=control, rewiring_strategy=FC2025.01 | 89.98 | |
| DeltaGNNvariant=constant2025.01 | 89.73 | |
| DeltaGNNvariant=control, rewiring_strategy=DC2025.01 | 89.7 | |
| DeltaGNNvariant=control, rewiring_strategy=EC2025.01 | 89.68 | |
| DeltaGNNvariant=control2025.01 | 89.64 | |
| DeltaGNNvariant=linear2025.01 | 89.6 | |
| H2GCN2025.01 | 88.86 | |
| UniMP2025.01 | 88.56 | |
| GCN2025.01 | 88.26 | |
| GCNrewiring_strategy=DC2025.01 | 88.24 | |
| GCNrewiring_strategy=EC2025.01 | 88.24 | |
| GINrewiring_strategy=EC2025.01 | 88.2 | |
| GEOM-GCN2025.01 | 88.13 | |
| GCNrewiring_strategy=FC2025.01 | 87.94 | |
| GINrewiring_strategy=DC2025.01 | 87.94 | |
| GINrewiring_strategy=IFS2025.01 | 87.9 | |
| NAGphormer2025.01 | 87.87 | |
| GIN2025.01 | 87.8 | |
| GCNrewiring_strategy=IFS2025.01 | 87.66 | |
| GINrewiring_strategy=FC2025.01 | 87.3 | |
| MPL2025.01 | 86.46 | |
| GATrewiring_strategy=FC2025.01 | 85.6 | |
| GAT2025.01 | 85.48 | |
| GATrewiring_strategy=DC2025.01 | 85.36 | |
| GATrewiring_strategy=EC2025.01 | 85.34 | |
| GATrewiring_strategy=IFS2025.01 | 85.02 |