Node Classification on Photo (Accuracy, Average Rank)
95.8AccuracyGCNII
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GCNIIRuns=10 independent runs2026.06 | 95.8 | 1.8 | |
| LHK-GNNRuns=10 independent runs2026.06 | 95.65 | 4.4 | |
| FAGCNRuns=10 independent runs2026.06 | 95.24 | 6.2 | |
| DCQ-GNNRuns=10 independent runs2026.06 | 95.07 | 4.2 | |
| H2GCNRuns=10 independent runs2026.06 | 94.92 | 7.2 | |
| JacobiConvRuns=10 independent runs2026.06 | 94.83 | 7.2 | |
| GATRuns=10 independent runs2026.06 | 94.61 | 7.4 | |
| JK-NetRuns=10 independent runs2026.06 | 94.33 | 6.4 | |
| EvenNetRuns=10 independent runs2026.06 | 94.32 | 6 | |
| FUELMethod Category=Proposed2025.12 | 94.2 | 2.4 | |
| BernNetRuns=10 independent runs2026.06 | 94.17 | 6.2 | |
| w/o ExpMethod Category=Variants2025.12 | 94.1 | 6.1 | |
| GCNRuns=10 independent runs2026.06 | 94.1 | 9 | |
| w/o Step 2Method Category=Variants2025.12 | 94 | 8.6 | |
| w/o Step 1Method Category=Variants2025.12 | 93.9 | 8.3 | |
| w/o SKMethod Category=Variants2025.12 | 93.9 | 5.5 | |
| MaskGAEMethod Category=Gen2025.12 | 93.8 | 9.5 | |
| BGRLMethod Category=CL2025.12 | 93.2 | 8.4 | |
| GraphCLMethod Category=CL2025.12 | 93 | 10.3 | |
| MVGRLMethod Category=CL2025.12 | 93 | 12.1 | |
| HeterGCLMethod Category=Non-homophilic2025.12 | 93 | 9.2 | |
| DGIMethod Category=CL2025.12 | 92.8 | 11.7 | |
| HGRLMethod Category=Non-homophilic2025.12 | 92.8 | 10.6 | |
| DSSLMethod Category=Non-homophilic2025.12 | 92.8 | 13 | |
| GREETMethod Category=Non-homophilic2025.12 | 92.8 | 7.8 | |
| GraphMAEMethod Category=Gen2025.12 | 92.6 | 9.7 | |
| NeCoMethod Category=Non-homophilic2025.12 | 92.4 | 13.1 | |
| HLCLMethod Category=Non-homophilic2025.12 | 91.5 | 15.5 | |
| PolyGCLMethod Category=Non-homophilic2025.12 | 91.3 | 9.1 | |
| GAEMethod Category=Gen2025.12 | 89 | 14 | |
| Naive XMethod Category=Naive2025.12 | 88.5 | 14 | |
| ERAlignGNNlearning_setting=Semi-supervised2026.06 | 63.27 | — | |
| ERAlignLLMlearning_setting=Semi-supervised2026.06 | 61.82 | — | |
| Loclelearning_setting=Semi-supervised2026.06 | 59.14 | — | |
| LLM4NGlearning_setting=Semi-supervised2026.06 | 58.26 | — |