Transductive Node Classification Unlearning on Coauthor CS
4.93ΔRARetrain
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RetrainBackbone=GAT2025.12 | 4.93 | 0.509 | 0.512 | |
| GNNDeleteBackbone=GAT2025.12 | 4.91 | 0.511 | 0.508 | |
| RetrainBackbone=GCN2025.12 | 4.66 | 0.511 | 0.511 | |
| GNNDeleteBackbone=GCN2025.12 | 4.61 | 0.511 | 0.508 | |
| GraphEditorBackbone=GAT2025.12 | 1.34 | 0.509 | 0.509 | |
| IDEABackbone=GAT2025.12 | -0.02 | 0.509 | 0.507 | |
| IDEABackbone=GCN2025.12 | -0.12 | 0.51 | 0.508 | |
| GraphEditorBackbone=GCN2025.12 | -0.25 | 0.51 | 0.513 |