Node Classification on Texas H=0.09
79.73AccuracyH2GCN
Evaluation results
| Method | Links | |
|---|---|---|
| H2GCN2025.01 | 79.73 | |
| MPL2025.01 | 77.83 | |
| DeltaGNNvariant=constant2025.01 | 74.05 | |
| UniMP2025.01 | 73.51 | |
| DeltaGNNvariant=control, rewiring_strategy=EC2025.01 | 73.51 | |
| DeltaGNNvariant=linear2025.01 | 72.97 | |
| DeltaGNNvariant=control, rewiring_strategy=DC2025.01 | 72.43 | |
| DeltaGNNvariant=control, rewiring_strategy=RC2025.01 | 72.43 | |
| DeltaGNNvariant=control, rewiring_strategy=FC2025.01 | 71.89 | |
| GCNrewiring_strategy=IFS2025.01 | 71.35 | |
| GCNrewiring_strategy=RC2025.01 | 71.34 | |
| GCN2025.01 | 70.81 | |
| GCNrewiring_strategy=DC2025.01 | 70.81 | |
| DeltaGNNvariant=control, rewiring_strategy=BC2025.01 | 70.81 | |
| DeltaGNNvariant=control, rewiring_strategy=CC2025.01 | 70.81 | |
| SDRF2025.01 | 70.35 | |
| GCNrewiring_strategy=CC2025.01 | 69.73 | |
| GCNrewiring_strategy=EC2025.01 | 69.19 | |
| GCNrewiring_strategy=FC2025.01 | 67.57 | |
| GEOM-GCN2025.01 | 67.57 | |
| DeltaGNNvariant=control2025.01 | 67.57 | |
| GCNrewiring_strategy=BC2025.01 | 65.94 | |
| GINrewiring_strategy=CC2025.01 | 65.4 | |
| GATrewiring_strategy=BC2025.01 | 64.86 | |
| GAT2025.01 | 64.32 | |
| GATrewiring_strategy=CC2025.01 | 63.78 | |
| NAGphormer2025.01 | 63.51 | |
| GATrewiring_strategy=RC2025.01 | 62.7 | |
| GATrewiring_strategy=DC2025.01 | 62.16 | |
| GINrewiring_strategy=RC2025.01 | 61.62 | |
| GINrewiring_strategy=DC2025.01 | 60.54 | |
| GINrewiring_strategy=EC2025.01 | 60.54 | |
| GATrewiring_strategy=EC2025.01 | 60 | |
| GINrewiring_strategy=FC2025.01 | 58.92 | |
| GATrewiring_strategy=FC2025.01 | 58.92 | |
| GINrewiring_strategy=BC2025.01 | 58.38 | |
| GINrewiring_strategy=IFS2025.01 | 57.84 | |
| GATrewiring_strategy=IFS2025.01 | 57.84 | |
| GIN2025.01 | 56.21 |