Graph Continual Learning on CoraFull (test)
95.5AAOracle Model
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oracle ModelData Replay=false2024.10 | 95.5 | — | |
| OracleCategory=Upper bound2026.02 | 94.3 | — | |
| TPPData Replay=false2024.10 | 93.4 | 0 | |
| TAAMCategory=Parameter isolation2026.02 | 92.5 | 0 | |
| TPPCategory=Parameter isolation2026.02 | 88.9 | 0 | |
| JointData Replay=false2024.10 | 81.2 | — | |
| DeLoMeData Replay=true2024.10 | 81 | -3.3 | |
| CaTData Replay=true2024.10 | 80.4 | -5.3 | |
| SEM-curvatureData Replay=true2024.10 | 77.7 | -10 | |
| SSM-degreeData Replay=true2024.10 | 75.4 | -9.7 | |
| SSM-uniformData Replay=true2024.10 | 73 | -14.8 | |
| OODCILData Replay=true2024.10 | 71.3 | -1.1 | |
| JointCategory=Upper bound2026.02 | 64.1 | — | |
| TWPData Replay=false2024.10 | 62.6 | -30.6 | |
| SSMCategory=Replay2026.02 | 60.3 | 11.2 | |
| EWCData Replay=false2024.10 | 52.6 | -38.5 | |
| PDGNNsCategory=Replay2026.02 | 49.8 | 11.5 | |
| ERGNNData Replay=false2024.10 | 34.5 | -61.6 | |
| LwFData Replay=false2024.10 | 33.4 | -59.6 | |
| DeLoMeCategory=Replay2026.02 | 30.5 | 47 | |
| GEMData Replay=false2024.10 | 8.4 | -88.4 | |
| TWPCategory=Regularisation2026.02 | 7.2 | 65.7 | |
| MASData Replay=false2024.10 | 6.5 | -92.3 | |
| Fine-tuneData Replay=false2024.10 | 3.5 | -95.2 | |
| MASCategory=Regularisation2026.02 | 2.8 | 67.4 | |
| ER-GNNCategory=Regularisation2026.02 | 2.1 | 14.1 | |
| FinetuningCategory=Lower bound2026.02 | 1.8 | 13.7 | |
| LwFCategory=Lower bound2026.02 | 1.8 | 18.2 |