Graph Class-Incremental Learning on Photo
0.97AA (%)Oracle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OracleCategory=Upper bound2026.02 | 0.97 | — | |
| TAAMCategory=Parameter isolation2026.02 | 0.962 | 0 | |
| JointCategory=Upper bound2026.02 | 0.951 | — | |
| PDGNNsCategory=Replay2026.02 | 0.946 | 0.022 | |
| ER-GNNCategory=Regularisation2026.02 | 0.943 | 0.024 | |
| SSMCategory=Replay2026.02 | 0.926 | 0.019 | |
| DeLoMeCategory=Replay2026.02 | 0.474 | 0.649 | |
| TPPCategory=Parameter isolation2026.02 | 0.233 | 0 | |
| FinetuningCategory=Lower bound2026.02 | 0.232 | 0.386 | |
| TWPCategory=Regularisation2026.02 | 0.232 | 0.738 | |
| MASCategory=Regularisation2026.02 | 0.186 | 0.923 | |
| LwFCategory=Lower bound2026.02 | 0.125 | 0.462 |