Node Classification on WikiCS (ID/OOD Accuracy)
86.66ID AccuracyNodeSafe
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NodeSafe2025.12 | 86.66 | 42.99 | 70.03 | |
| GNNSafe2025.12 | 83.56 | 73.29 | 79.59 | |
| CFC (wo / M)manifold_mixup=false, backbone=GCN2025.12 | 80.19 | 77.13 | 79.32 | |
| CFCbackbone=GCN2025.12 | 80.19 | 81.89 | 80.44 | |
| CFC (wo / D/M)denoising=false, manifold_mixup=false, backbone=GCN2025.12 | 79.18 | 81.76 | 79.91 | |
| CFC (wo / D)denoising=false, backbone=GCN2025.12 | 75.15 | 89.95 | 79.34 | |
| GCN_softmax2025.12 | 73.67 | 0 | 53.01 | |
| GOLD2025.12 | 73.6 | 32.83 | 58.12 | |
| GPT-4o2025.12 | 67.33 | 67.65 | 67.43 | |
| GCN_sigmoid2025.12 | 60.18 | 0 | 43.3 | |
| G2Pxy2025.12 | 58.4 | 57.09 | 58.03 | |
| GCN_sigmoid_ττ=true2025.12 | 54.13 | 67.03 | 57.74 | |
| GCN_PROSER2025.12 | 48.13 | 44.19 | 46.74 | |
| GCN_softmax_ττ=true2025.12 | 41.91 | 58.84 | 46.68 |