Graph Class-Incremental Learning on Products
94AAOracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OracleCategory=Upper bound2026.02 | 94 | — | |
| TAAMCategory=Parameter isolation2026.02 | 92.9 | 0 | |
| TPPCategory=Parameter isolation2026.02 | 84.9 | 0 | |
| JointCategory=Upper bound2026.02 | 65.2 | — | |
| PDGNNsCategory=Replay2026.02 | 45.2 | 7.1 | |
| DeLoMeCategory=Replay2026.02 | 37.8 | 35.8 | |
| SSMCategory=Replay2026.02 | 32.9 | 15.3 | |
| ER-GNNCategory=Regularisation2026.02 | 22.5 | 33.1 | |
| LwFCategory=Lower bound2026.02 | 21.4 | 33.4 | |
| TWPCategory=Regularisation2026.02 | 5.5 | 78.3 | |
| FinetuningCategory=Lower bound2026.02 | 4.7 | 31.1 | |
| MASCategory=Regularisation2026.02 | 3.9 | 88.7 |