Node Classification on Citeseer (ID, OOD, overall)
79.29ID AccuracyCFC (wo / M)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CFC (wo / M)manifold_mixup=false, backbone=GCN2025.12 | 79.29 | 67.49 | 73.44 | |
| GCN_sigmoid2025.12 | 79.21 | 0 | 23.96 | |
| CFC (wo / D/M)denoising=false, manifold_mixup=false, backbone=GCN2025.12 | 76.59 | 72.92 | 74.77 | |
| GCN_softmax2025.12 | 76.15 | 0 | 38.6 | |
| GCN_sigmoid2025.12 | 76.07 | 0 | 38.56 | |
| GCN_softmax2025.12 | 74.56 | 0 | 22.55 | |
| NodeSafe2025.12 | 73.97 | 53.81 | 64.03 | |
| CFCbackbone=GCN2025.12 | 73.92 | 80.57 | 77.21 | |
| CFC (wo / D)denoising=false, backbone=GCN2025.12 | 72.4 | 83 | 77.65 | |
| G2Pxy2025.12 | 71.52 | 77.3 | 74.36 | |
| GNNSafe2025.12 | 71.43 | 36.18 | 53.64 | |
| GCN_PROSER2025.12 | 71.25 | 76.01 | 72.74 | |
| GOLD2025.12 | 70.33 | 37.75 | 53.26 | |
| CFC (wo / M)Mixing=false2025.12 | 67.57 | 90.11 | 83.63 | |
| GCN_sigmoid_ττ=true2025.12 | 67.52 | 75.41 | 71.41 | |
| CFC2025.12 | 66.73 | 91.4 | 84.3 | |
| CFC (wo / D)Denoising=false2025.12 | 63.97 | 92.17 | 84.06 | |
| CFC (wo / D/M)Denoising=false, Mixing=false2025.12 | 63.55 | 91.75 | 83.64 | |
| G2Pxy2025.12 | 61.43 | 76.92 | 72.23 | |
| GCN_softmax_ττ=true2025.12 | 57.64 | 81.97 | 69.6 | |
| GCN_PROSER2025.12 | 53.96 | 77.09 | 70.1 | |
| GPT-4o2025.12 | 46.82 | 48.18 | 47.5 | |
| GCN_sigmoid_τTemperature Scaling=true2025.12 | 45.9 | 88.22 | 75.38 | |
| GCN_softmax_τTemperature Scaling=true2025.12 | 35.62 | 91.5 | 74.61 |