Open-set Node Classification on Amazon-Computer
86.73ID AccuracyNodeSafe
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NodeSafe2025.12 | 86.73 | 66.64 | 76.9 | |
| GCN_softmaxBackbone=GCN2025.12 | 81.87 | 0 | 41.98 | |
| GCN_softmax_τBackbone=GCN, Temperature Scaling=True2025.12 | 81.84 | 0.08 | 41.6 | |
| CFCBackbone=GCN2025.12 | 78.15 | 86.54 | 82.28 | |
| GCN_sigmoidBackbone=GCN2025.12 | 73.85 | 0 | 37.51 | |
| GOLD2025.12 | 73.18 | 32.74 | 52.87 | |
| GNNSafe2025.12 | 70.62 | 42.66 | 56.86 | |
| GCN_sigmoid_τBackbone=GCN, Temperature Scaling=True2025.12 | 14.15 | 93.11 | 52.33 |