Graph Class-Incremental Learning on Citeseer
85.2AA (%)Oracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OracleCategory=Upper bound2026.02 | 85.2 | — | |
| TAAMCategory=Parameter isolation2026.02 | 83.5 | 0 | |
| TPPCategory=Parameter isolation2026.02 | 77.7 | 0 | |
| PDGNNsCategory=Replay2026.02 | 71 | 10.9 | |
| JointCategory=Upper bound2026.02 | 70.7 | — | |
| ER-GNNCategory=Regularisation2026.02 | 61.3 | 34.5 | |
| DeLoMeCategory=Replay2026.02 | 48.4 | 32.3 | |
| SSMCategory=Replay2026.02 | 47.1 | 6.5 | |
| TWPCategory=Regularisation2026.02 | 36.5 | 66.9 | |
| FinetuningCategory=Lower bound2026.02 | 31.4 | 52.3 | |
| LwFCategory=Lower bound2026.02 | 31.4 | 70.7 | |
| MASCategory=Regularisation2026.02 | 29.9 | 80.9 |