Graph Class-Incremental Learning on Reddit
99.2AA AccuracyOracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OracleCategory=Upper bound2026.02 | 99.2 | — | |
| TAAMCategory=Parameter isolation2026.02 | 99 | 0 | |
| TPPCategory=Parameter isolation2026.02 | 98.5 | 0 | |
| JointCategory=Upper bound2026.02 | 95.6 | — | |
| PDGNNsCategory=Replay2026.02 | 94.9 | 1.4 | |
| DeLoMeCategory=Replay2026.02 | 94.1 | 0.2 | |
| SSMCategory=Replay2026.02 | 91.9 | 1.5 | |
| ER-GNNCategory=Regularisation2026.02 | 85 | 12.3 | |
| LwFCategory=Lower bound2026.02 | 5.6 | 58.4 | |
| MASCategory=Regularisation2026.02 | 5 | 97.5 | |
| TWPCategory=Regularisation2026.02 | 5 | 92.8 | |
| FinetuningCategory=Lower bound2026.02 | 4.9 | 4.9 |