Node Classification on Cornell H=0.30
75.67AccuracyDeltaGNN
Evaluation results
| Method | Links | |
|---|---|---|
| DeltaGNNvariant=control, rewiring_strategy=DC2025.01 | 75.67 | |
| H2GCN2025.01 | 75.4 | |
| DeltaGNNvariant=linear2025.01 | 75.27 | |
| DeltaGNNvariant=control2025.01 | 75.13 | |
| DeltaGNNvariant=control, rewiring_strategy=CC2025.01 | 74.05 | |
| DeltaGNNvariant=control, rewiring_strategy=RC2025.01 | 74.05 | |
| DeltaGNNvariant=control, rewiring_strategy=FC2025.01 | 73.51 | |
| DeltaGNNvariant=control, rewiring_strategy=EC2025.01 | 72.97 | |
| DeltaGNNvariant=control, rewiring_strategy=BC2025.01 | 72.97 | |
| MPL2025.01 | 71.62 | |
| DeltaGNNvariant=constant2025.01 | 70.27 | |
| UniMP2025.01 | 66.48 | |
| GIN2025.01 | 58.38 | |
| GINrewiring_strategy=RC2025.01 | 57.84 | |
| SDRF2025.01 | 57.54 | |
| GINrewiring_strategy=FC2025.01 | 56.22 | |
| NAGphormer2025.01 | 56.22 | |
| GINrewiring_strategy=BC2025.01 | 55.67 | |
| GINrewiring_strategy=CC2025.01 | 55.13 | |
| GINrewiring_strategy=IFS2025.01 | 54.95 | |
| GEOM-GCN2025.01 | 54.05 | |
| GCNrewiring_strategy=EC2025.01 | 50.54 | |
| GCNrewiring_strategy=FC2025.01 | 50.54 | |
| GCNrewiring_strategy=IFS2025.01 | 50.54 | |
| GINrewiring_strategy=EC2025.01 | 50.27 | |
| GINrewiring_strategy=DC2025.01 | 48.11 | |
| GCNrewiring_strategy=DC2025.01 | 41.08 | |
| GATrewiring_strategy=EC2025.01 | 38.92 | |
| GATrewiring_strategy=BC2025.01 | 38.92 | |
| GAT2025.01 | 38.38 | |
| GCN2025.01 | 37.84 | |
| GCNrewiring_strategy=BC2025.01 | 37.3 | |
| GCNrewiring_strategy=CC2025.01 | 37.3 | |
| GATrewiring_strategy=DC2025.01 | 37.3 | |
| GATrewiring_strategy=CC2025.01 | 37.3 | |
| GATrewiring_strategy=FC2025.01 | 37.3 | |
| GATrewiring_strategy=RC2025.01 | 35.13 | |
| GATrewiring_strategy=IFS2025.01 | 35.13 | |
| GCNrewiring_strategy=RC2025.01 | 31.35 |