Node Classification on Cora (Accuracy, Average Rank)
83.8AccuracyFUEL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FUELMethod Category=Proposed2025.12 | 83.8 | 2.4 | |
| GraphMAEMethod Category=Gen2025.12 | 83.5 | 9.7 | |
| w/o Step 1Method Category=Variants2025.12 | 83.5 | 8.3 | |
| GREETMethod Category=Non-homophilic2025.12 | 83.3 | 7.8 | |
| w/o SKMethod Category=Variants2025.12 | 82.7 | 5.5 | |
| MaskGAEMethod Category=Gen2025.12 | 82.6 | 9.5 | |
| PolyGCLMethod Category=Non-homophilic2025.12 | 82.6 | 9.1 | |
| HeterGCLMethod Category=Non-homophilic2025.12 | 82.5 | 9.2 | |
| DGIMethod Category=CL2025.12 | 82.4 | 11.7 | |
| GraphCLMethod Category=CL2025.12 | 82.4 | 10.3 | |
| NeCoMethod Category=Non-homophilic2025.12 | 82.3 | 13.1 | |
| BGRLMethod Category=CL2025.12 | 82.1 | 8.4 | |
| MVGRLMethod Category=CL2025.12 | 82 | 12.1 | |
| DSSLMethod Category=Non-homophilic2025.12 | 82 | 13 | |
| GAEMethod Category=Gen2025.12 | 81.9 | 14 | |
| w/o ExpMethod Category=Variants2025.12 | 81.6 | 6.1 | |
| HLCLMethod Category=Non-homophilic2025.12 | 81.1 | 15.5 | |
| HGRLMethod Category=Non-homophilic2025.12 | 80.2 | 10.6 | |
| w/o Step 2Method Category=Variants2025.12 | 78.9 | 8.6 | |
| Naive XMethod Category=Naive2025.12 | 58.5 | 14 |