Node Classification on Crocodile
79.7AccuracyLW-GCN
Evaluation Results
| Method | Links | |
|---|---|---|
| LW-GCNWeight for fc=0.9992021.10 | 79.7 | |
| LINKX2021.10 | 79.4 | |
| GloGNN++2021.10 | 78.4 | |
| SPGCLTraining Data=X, A2026.06 | 77.43 | |
| GRACETraining Data=X, A2026.06 | 71.32 | |
| DGITraining Data=X, A2026.06 | 71.26 | |
| EPAGCL2025.09 | 70.14 | |
| GCNII2021.10 | 69 | |
| GCATraining Data=X, A2026.06 | 68.87 | |
| FD-MVGCL2025.11 | 68.41 | |
| MixHop2021.10 | 67.6 | |
| FAGCN2021.10 | 67.1 | |
| GCN2021.10 | 66.7 | |
| H2GCN2021.10 | 66.7 | |
| GCN-MLP2025.09 | 66.47 | |
| ASGC2021.10 | 66.4 | |
| GraphACL2025.11 | 66.17 | |
| GraphACL2025.09 | 66.17 | |
| EPAGCL2025.11 | 66.14 | |
| LOHA2025.11 | 66.09 | |
| LOHA2025.09 | 66.09 | |
| GraphACLTraining Data=X, A2026.06 | 66.09 | |
| PolyGCL2025.11 | 65.95 | |
| PolyGCL2025.09 | 65.95 | |
| MLP2021.10 | 65.8 | |
| GPRGNN2021.10 | 65.6 | |
| SDMG2025.11 | 65.38 | |
| SDMG2025.09 | 65.38 | |
| MLPTraining Data=X, Y2026.06 | 64.41 | |
| GCNTraining Data=X, A, Y2026.06 | 64.31 | |
| BM-GCN2021.10 | 64.3 | |
| SimP-GCN2021.10 | 63.7 | |
| LocalGCLTraining Data=X, A2026.06 | 63.04 | |
| DSSL2025.11 | 62.98 | |
| DSSL2025.09 | 62.98 | |
| DSSLTraining Data=X, A2026.06 | 62.98 | |
| SuperGAT2021.10 | 62.6 | |
| HGRLTraining Data=X, A2026.06 | 61.87 | |
| SP-GCL2025.11 | 61.72 | |
| SP-GCL2025.09 | 61.72 | |
| CCA-SSG2025.11 | 56.77 | |
| CCA-SSG2025.09 | 56.77 | |
| HLP Concat2021.06 | 55.87 | |
| HLP Aggregation2021.06 | 54.58 | |
| MLP2021.06 | 54.47 | |
| FAGCN2021.06 | 54.35 | |
| BGRLTraining Data=X, A2026.06 | 54.35 | |
| BGRL2025.11 | 53.87 | |
| BGRL2025.09 | 53.87 | |
| GATNumber of runs=1002022.04 | 53.3 | |
| SuperGATSDNumber of runs=1002022.04 | 53.3 | |
| SuperGATMxNumber of runs=1002022.04 | 53.3 | |
| H2GCN2021.06 | 53.17 | |
| APPNP2021.06 | 53.13 | |
| LR2021.06 | 53.01 | |
| GraphSAGENumber of runs=1002022.04 | 53 | |
| GPR-GNN2021.06 | 52.71 | |
| GraphECL2025.11 | 52.52 | |
| GraphECL2025.09 | 52.52 | |
| SuperGAT2021.06 | 52.41 | |
| GCN2021.06 | 52.34 | |
| SGCN2021.06 | 51.54 | |
| DGI2025.11 | 51.25 | |
| DGI2025.09 | 51.25 | |
| GCNNumber of runs=1002022.04 | 32.6 |