Node Classification on Cora H=0.81
87.29AccuracyDeltaGNN
Evaluation results
| Method | Links | |
|---|---|---|
| DeltaGNNvariant=linear2025.01 | 87.29 | |
| SDRF2025.01 | 86.4 | |
| DeltaGNNvariant=constant2025.01 | 86.38 | |
| GATrewiring_strategy=FC2025.01 | 86 | |
| GATrewiring_strategy=IFS2025.01 | 85.8 | |
| NAGphormer2025.01 | 85.77 | |
| GATrewiring_strategy=CC2025.01 | 85.5 | |
| GATrewiring_strategy=BC2025.01 | 85.46 | |
| GAT2025.01 | 85.42 | |
| GCNrewiring_strategy=IFS2025.01 | 85.36 | |
| GCNrewiring_strategy=DC2025.01 | 85.32 | |
| GATrewiring_strategy=EC2025.01 | 85.3 | |
| GATrewiring_strategy=RC2025.01 | 85.28 | |
| GATrewiring_strategy=DC2025.01 | 85.26 | |
| GCN2025.01 | 85.12 | |
| GCNrewiring_strategy=FC2025.01 | 85.12 | |
| GCNrewiring_strategy=CC2025.01 | 85.06 | |
| DeltaGNNvariant=control, rewiring_strategy=RC2025.01 | 84.96 | |
| DeltaGNNvariant=control, rewiring_strategy=FC2025.01 | 84.94 | |
| GCNrewiring_strategy=EC2025.01 | 84.92 | |
| GCNrewiring_strategy=RC2025.01 | 84.9 | |
| GCNrewiring_strategy=BC2025.01 | 84.82 | |
| DeltaGNNvariant=control, rewiring_strategy=DC2025.01 | 84.6 | |
| DeltaGNNvariant=control2025.01 | 84.56 | |
| DeltaGNNvariant=control, rewiring_strategy=CC2025.01 | 84.54 | |
| DeltaGNNvariant=control, rewiring_strategy=BC2025.01 | 84.36 | |
| UniMP2025.01 | 84.18 | |
| DeltaGNNvariant=control, rewiring_strategy=EC2025.01 | 84.14 | |
| GEOM-GCN2025.01 | 84.1 | |
| GINrewiring_strategy=EC2025.01 | 84.02 | |
| GIN2025.01 | 83.84 | |
| GINrewiring_strategy=DC2025.01 | 83.76 | |
| GINrewiring_strategy=BC2025.01 | 83.66 | |
| GINrewiring_strategy=CC2025.01 | 83.6 | |
| H2GCN2025.01 | 83.48 | |
| GINrewiring_strategy=RC2025.01 | 83.22 | |
| GINrewiring_strategy=FC2025.01 | 83.16 | |
| GINrewiring_strategy=IFS2025.01 | 82.94 | |
| MPL2025.01 | 70.32 |