Node Classification on Citeseer H=0.74
79.9AccuracyDeltaGNN
Evaluation results
| Method | Links | |
|---|---|---|
| DeltaGNNvariant=control, rewiring_strategy=DC2025.01 | 79.9 | |
| DeltaGNNvariant=control, rewiring_strategy=CC2025.01 | 79.46 | |
| DeltaGNNvariant=linear2025.01 | 79.42 | |
| DeltaGNNvariant=control2025.01 | 79.4 | |
| DeltaGNNvariant=control, rewiring_strategy=EC2025.01 | 79.36 | |
| DeltaGNNvariant=control, rewiring_strategy=FC2025.01 | 79.36 | |
| DeltaGNNvariant=control, rewiring_strategy=RC2025.01 | 79.34 | |
| DeltaGNNvariant=constant2025.01 | 79.15 | |
| DeltaGNNvariant=control, rewiring_strategy=BC2025.01 | 78.98 | |
| GATrewiring_strategy=RC2025.01 | 78.64 | |
| GATrewiring_strategy=BC2025.01 | 78.26 | |
| GATrewiring_strategy=CC2025.01 | 78.1 | |
| GAT2025.01 | 78.08 | |
| GATrewiring_strategy=IFS2025.01 | 78.06 | |
| GATrewiring_strategy=FC2025.01 | 77.86 | |
| GATrewiring_strategy=DC2025.01 | 77.82 | |
| GATrewiring_strategy=EC2025.01 | 77.54 | |
| GCNrewiring_strategy=DC2025.01 | 76.36 | |
| GEOM-GCN2025.01 | 76.28 | |
| GCN2025.01 | 76.1 | |
| GCNrewiring_strategy=RC2025.01 | 75.94 | |
| GCNrewiring_strategy=IFS2025.01 | 75.92 | |
| GCNrewiring_strategy=EC2025.01 | 75.8 | |
| GCNrewiring_strategy=FC2025.01 | 75.48 | |
| GCNrewiring_strategy=CC2025.01 | 75.44 | |
| GCNrewiring_strategy=BC2025.01 | 75.42 | |
| H2GCN2025.01 | 75.16 | |
| UniMP2025.01 | 75 | |
| NAGphormer2025.01 | 73.69 | |
| GINrewiring_strategy=EC2025.01 | 73.56 | |
| GINrewiring_strategy=FC2025.01 | 73.5 | |
| GINrewiring_strategy=IFS2025.01 | 73.38 | |
| GINrewiring_strategy=RC2025.01 | 73.32 | |
| GINrewiring_strategy=BC2025.01 | 73.02 | |
| GINrewiring_strategy=CC2025.01 | 72.9 | |
| GINrewiring_strategy=DC2025.01 | 72.84 | |
| GIN2025.01 | 72.72 | |
| SDRF2025.01 | 72.58 | |
| MPL2025.01 | 68.64 |