Node Classification on Wisconsin (Wis.)
87.6AccuracyFUEL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FUELMethod Category=Proposed2025.12 | 87.6 | 2.4 | |
| w/o SKMethod Category=Variants2025.12 | 86.7 | 5.5 | |
| w/o ExpMethod Category=Variants2025.12 | 85.9 | 6.1 | |
| BernNetRuns=10 independent runs2026.06 | 85.2 | 3.4 | |
| GREETMethod Category=Non-homophilic2025.12 | 84.1 | 7.8 | |
| PolyGCLMethod Category=Non-homophilic2025.12 | 83.3 | 9.1 | |
| FAGCNRuns=10 independent runs2026.06 | 83.2 | 5.4 | |
| HeterGCLMethod Category=Non-homophilic2025.12 | 82.4 | 9.2 | |
| HGRLMethod Category=Non-homophilic2025.12 | 82.2 | 10.6 | |
| DCQ-GNNRuns=10 independent runs2026.06 | 82.2 | 3 | |
| EvenNetRuns=10 independent runs2026.06 | 81.8 | 3.8 | |
| LHK-GNNRuns=10 independent runs2026.06 | 81.4 | 3.6 | |
| H2GCNRuns=10 independent runs2026.06 | 80.8 | 6.8 | |
| NodePFNModel=NodePFN, Training Source=Single pre-trained model2026.04 | 79.22 | — | |
| Naive XMethod Category=Naive2025.12 | 79 | 14 | |
| w/o Step 2Method Category=Variants2025.12 | 79 | 8.6 | |
| GCNIIRuns=10 independent runs2026.06 | 78.6 | 6 | |
| JacobiConvRuns=10 independent runs2026.06 | 75.6 | 4 | |
| GraphAny (Wisconsin)Model=GraphAny, Training Source=Wisconsin2026.04 | 71.77 | — | |
| MVGRLMethod Category=CL2025.12 | 69.7 | 12.1 | |
| MLPModel=MLP, Training Source=Target dataset2026.04 | 66.67 | — | |
| GraphAny (Products)Model=GraphAny, Training Source=Products2026.04 | 65.89 | — | |
| GraphAny (Arxiv)Model=GraphAny, Training Source=Arxiv2026.04 | 65.1 | — | |
| w/o Step 1Method Category=Variants2025.12 | 64.3 | 8.3 | |
| GraphAny (Cora)Model=GraphAny, Training Source=Cora2026.04 | 61.18 | — | |
| GraphCLMethod Category=CL2025.12 | 60.6 | 10.3 | |
| MaskGAEMethod Category=Gen2025.12 | 60.4 | 9.5 | |
| HLCLMethod Category=Non-homophilic2025.12 | 60.2 | 15.5 | |
| DSSLMethod Category=Non-homophilic2025.12 | 60 | 13 | |
| GraphMAEMethod Category=Gen2025.12 | 59.6 | 9.7 | |
| BGRLMethod Category=CL2025.12 | 59.4 | 8.4 | |
| DGIMethod Category=CL2025.12 | 58.6 | 11.7 | |
| NeCoMethod Category=Non-homophilic2025.12 | 56.4 | 13.1 | |
| GAEMethod Category=Gen2025.12 | 54.3 | 14 | |
| GATModel=GAT, Training Source=Target dataset2026.04 | 52.94 | — | |
| JK-NetRuns=10 independent runs2026.06 | 49.4 | 9.6 | |
| GATRuns=10 independent runs2026.06 | 47.8 | 9.8 | |
| GCNRuns=10 independent runs2026.06 | 47.2 | 10.6 | |
| GCNModel=GCN, Training Source=Target dataset2026.04 | 37.25 | — |