Node Classification on PubMed (Accuracy (%))
89.7AccuracysCWNc
Evaluation Results
| Method | Links | |
|---|---|---|
| sCWNc2026.05 | 89.7 | |
| SAGEConv2026.05 | 89.5 | |
| fCWN2026.05 | 89.4 | |
| CWN2026.05 | 89.3 | |
| SGC2026.05 | 89.2 | |
| ED-HNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=architecture-specific recipes2026.05 | 89 | |
| HGNN2026.05 | 88.5 | |
| GCN2026.05 | 88.3 | |
| SheafHyperGNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=architecture-specific recipes2026.05 | 87.7 | |
| DENSNET-DArchitecture Tier=Density-Aware Tier (ours), Hidden dimension=128, Training Recipe=shared ANCS recipe2026.05 | 87.7 | |
| UniGNNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 87.6 | |
| AllDeepSetsArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 87.2 | |
| GAT2026.05 | 87.2 | |
| MLPArchitecture Tier=Feature-only reference, Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 87.1 | |
| GIN2026.05 | 86.7 | |
| MaskGAEMethod Category=Structure-based2024.10 | 82.9 | |
| GiGaMAEMethod Category=Feature-based2024.10 | 82.5 | |
| lrGAE 8Method Category=Structure-based2024.10 | 82.5 | |
| BGRLMethod Category=Standard GCL2024.10 | 82 | |
| EPAGCLMethod Category=Standard GCL2024.10 | 82 | |
| lrGAE 6Method Category=Structure-based2024.10 | 81.9 | |
| GGDMethod Category=Standard GCL2024.10 | 81.8 | |
| GRACEMethod Category=Standard GCL2024.10 | 81.6 | |
| S2GAEMethod Category=Structure-based2024.10 | 81.5 | |
| S3GCLMethod Category=Standard GCL2024.10 | 81.2 | |
| lrGAE 7Method Category=Structure-based2024.10 | 81.1 | |
| GraphMAEMethod Category=Feature-based2024.10 | 81 | |
| CCA-SSGMethod Category=Standard GCL2024.10 | 80.8 | |
| GraphMAE2Method Category=Feature-based2024.10 | 80.4 | |
| SeeGeraMethod Category=Feature-based2024.10 | 80.4 | |
| AUG-MAEMethod Category=Feature-based2024.10 | 80.3 | |
| DGIMethod Category=Standard GCL2024.10 | 79.8 | |
| HyperGCNArchitecture Tier=CE Tier (clique expansion), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 78.3 | |
| RADE-OFSBackbone=GCN2026.05 | 78.24 | |
| RADE-OFBackbone=GCN2026.05 | 78.04 | |
| DropEdgeBackbone=GCN2026.05 | 77.8 | |
| DropoutBackbone=GCN2026.05 | 77.7 | |
| DropNodeBackbone=GCN2026.05 | 77.68 | |
| DropMessageBackbone=GCN2026.05 | 77.57 | |
| GCNBackbone=GCN2026.05 | 77.49 | |
| GAEMethod Category=Structure-based2024.10 | 76.2 | |
| SCCN2026.05 | 73.4 | |
| HGNNArchitecture Tier=CE Tier (clique expansion), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 71.2 | |
| HNHNArchitecture Tier=Native Tier (set-function / message passing), Hidden dimension=64, Training Recipe=shared ANCS recipe2026.05 | 70 | |
| GAEfMethod Category=Feature-based2024.10 | 60 |