Node Classification on Cora (ID/OOD Accuracy Split)
90.64ID AccuracyGCN_sigmoid
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GCN_sigmoid2025.12 | 90.64 | 0 | 63.03 | |
| GCN_softmax2025.12 | 90.25 | 0 | 62.76 | |
| CFC (wo / M)manifold_mixup=false, backbone=GCN2025.12 | 88.63 | 91.75 | 89.58 | |
| NodeSafe2025.12 | 87.93 | 80.63 | 85.71 | |
| CFCbackbone=GCN2025.12 | 87.49 | 95.74 | 90 | |
| GOLD2025.12 | 87.48 | 66.54 | 81.11 | |
| CFC (wo / D)denoising=false, backbone=GCN2025.12 | 86.23 | 94.91 | 88.87 | |
| G2Pxy2025.12 | 85.65 | 72.46 | 81.63 | |
| CFC (wo / D/M)denoising=false, manifold_mixup=false, backbone=GCN2025.12 | 85.44 | 94.5 | 88.2 | |
| GCN_sigmoid_ττ=true2025.12 | 85.17 | 62.18 | 78.16 | |
| GCN_PROSER2025.12 | 84.21 | 71.18 | 80.65 | |
| GCN_softmax_ττ=true2025.12 | 81.13 | 66.98 | 76.84 | |
| GNNSafe2025.12 | 79.06 | 62.92 | 74.14 | |
| GPT-4o2025.12 | 72.23 | 58.08 | 68.62 |