Graph Class-Incremental Learning on Computer
97.7AA (%)Oracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OracleCategory=Upper bound2026.02 | 97.7 | — | |
| TAAMCategory=Parameter isolation2026.02 | 97.5 | 0 | |
| JointCategory=Upper bound2026.02 | 94.9 | — | |
| PDGNNsCategory=Replay2026.02 | 91.4 | 5.5 | |
| SSMCategory=Replay2026.02 | 88.7 | 3.1 | |
| ER-GNNCategory=Regularisation2026.02 | 87.6 | 10.6 | |
| DeLoMeCategory=Replay2026.02 | 37.1 | 73.7 | |
| MASCategory=Regularisation2026.02 | 23.1 | 87.3 | |
| TPPCategory=Parameter isolation2026.02 | 19.9 | 46.2 | |
| TWPCategory=Regularisation2026.02 | 19.2 | 64.7 | |
| FinetuningCategory=Lower bound2026.02 | 19 | 28.1 | |
| LwFCategory=Lower bound2026.02 | 8.5 | 41.8 |