Node Classification on Cora (ID, OOD, overall)
92.42ID AccuracyGCN_sigmoid
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GCN_sigmoid2025.12 | 92.42 | 0 | 46.05 | |
| GCN_softmax2025.12 | 91.53 | 0 | 45.61 | |
| CFC (wo / M)Mixing=false2025.12 | 89.98 | 81.2 | 85.52 | |
| CFC (wo / D/M)Denoising=false, Mixing=false2025.12 | 85.08 | 86.67 | 85.89 | |
| CFC2025.12 | 83.23 | 91.87 | 87.62 | |
| CFC (wo / D)Denoising=false2025.12 | 82.48 | 89.04 | 85.81 | |
| GCN_sigmoid_τTemperature Scaling=true2025.12 | 77.1 | 57.16 | 66.85 | |
| GCN_PROSER2025.12 | 71.01 | 80.31 | 75.61 | |
| G2Pxy2025.12 | 69.62 | 76.62 | 73.21 | |
| GCN_softmax_τTemperature Scaling=true2025.12 | 61.37 | 74.13 | 67.69 |