Open-set Node Classification on Amazon Photo
0.84ID AccuracyNodeSafe
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NodeSafe2025.12 | 0.84 | 0.4809 | 0.7858 | |
| CFCBackbone=GCN2025.12 | 0.8281 | 0.7614 | 0.8181 | |
| GCN_softmaxBackbone=GCN2025.12 | 0.8246 | 0 | 0.7003 | |
| GCN_softmax_τBackbone=GCN, Temperature Scaling=True2025.12 | 0.8243 | 0.006 | 0.701 | |
| GOLD2025.12 | 0.6958 | 0.035 | 0.5961 | |
| GNNSafe2025.12 | 0.691 | 0.1285 | 0.6062 | |
| GCN_sigmoidBackbone=GCN2025.12 | 0.6755 | 0 | 0.5737 | |
| GCN_sigmoid_τBackbone=GCN, Temperature Scaling=True2025.12 | 0.412 | 0.8666 | 0.4792 |