Transductive Node Classification Unlearning on Coauthor Physics
5.22Delta RA (%)GraphEditor
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GraphEditorBackbone=GAT2025.12 | 5.22 | — | — | 0.003 | 0.004 | 30,923 | 8 | |
| RetrainBackbone=GAT2025.12 | 5.08 | 0.501 | 0.504 | — | — | — | — | |
| RetrainBackbone=GAT2025.12 | 5.08 | — | — | 0.005 | 0.004 | 455,743 | 2 | |
| GNNDeleteBackbone=GAT2025.12 | 5 | 0.503 | 0.505 | — | — | — | — | |
| GNNDeleteBackbone=GAT2025.12 | 5 | — | — | 0.005 | 0.004 | 455,743 | 2 | |
| IDEABackbone=GCN2025.12 | 4.99 | — | — | 0.001 | 0.001 | 0 | 2.67 | |
| GraphEditorBackbone=GCN2025.12 | 4.93 | — | — | 0.002 | 0.003 | 30,480 | 8 | |
| IDEABackbone=GAT2025.12 | 4.9 | — | — | 0.002 | 0.002 | 0 | 4 | |
| RetrainBackbone=GCN2025.12 | 4.83 | 0.503 | 0.507 | — | — | — | — | |
| RetrainBackbone=GCN2025.12 | 4.83 | — | — | 0.005 | 0.004 | 456,456 | 3 | |
| GNNDeleteBackbone=GCN2025.12 | 4.75 | 0.503 | 0.505 | — | — | — | — | |
| GNNDeleteBackbone=GCN2025.12 | 4.75 | — | — | 0.005 | 0.004 | 456,456 | 2 | |
| GraphEditorBackbone=GAT2025.12 | 1.27 | 0.503 | 0.503 | — | — | — | — | |
| GraphEditorBackbone=GCN2025.12 | 0.39 | 0.503 | 0.503 | — | — | — | — | |
| IDEABackbone=GCN2025.12 | 0.03 | 0.502 | 0.502 | — | — | — | — | |
| IDEABackbone=GAT2025.12 | -0.08 | 0.502 | 0.503 | — | — | — | — |