Graph Class-Incremental Learning on WikiCS
0.9336AAUFO
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UFONoise Ratio=0%2026.05 | 0.9336 | — | 0.69 | |
| UFONoise Ratio=15%2026.05 | 0.9329 | — | 0.66 | |
| OracleCategory=Upper bound2026.02 | 0.929 | — | — | |
| TAAMCategory=Parameter isolation2026.02 | 0.928 | 0 | — | |
| JointNoise Ratio=0%2026.05 | 0.927 | — | — | |
| JointNoise Ratio=15%2026.05 | 0.9088 | — | — | |
| LwFNoise Ratio=0%2026.05 | 0.8875 | — | 4.72 | |
| ERGNNNoise Ratio=0%2026.05 | 0.8658 | — | 6.54 | |
| JointNoise Ratio=30%2026.05 | 0.8641 | — | — | |
| PDGNNsCategory=Replay2026.02 | 0.842 | 0.038 | — | |
| ER-GNNCategory=Regularisation2026.02 | 0.841 | 0.073 | — | |
| JointCategory=Upper bound2026.02 | 0.837 | — | — | |
| DMSGNoise Ratio=0%2026.05 | 0.8369 | — | 10.84 | |
| TFRNoise Ratio=0%2026.05 | 0.8337 | — | 8.04 | |
| UFONoise Ratio=30%2026.05 | 0.831 | — | 8.27 | |
| DSLRNoise Ratio=0%2026.05 | 0.8271 | — | 8.65 | |
| DMSGNoise Ratio=15%2026.05 | 0.8218 | — | 9.69 | |
| CLNodeNoise Ratio=0%2026.05 | 0.8025 | — | 14.7 | |
| Bare modelNoise Ratio=0%2026.05 | 0.7772 | — | 17.67 | |
| SCENoise Ratio=0%2026.05 | 0.7626 | — | 21.16 | |
| SSMCategory=Replay2026.02 | 0.743 | 0.044 | — | |
| LwFNoise Ratio=15%2026.05 | 0.7406 | — | 20.5 | |
| TSSNoise Ratio=0%2026.05 | 0.7399 | — | 13.69 | |
| DSLRNoise Ratio=15%2026.05 | 0.7035 | — | 12.93 | |
| Bare modelNoise Ratio=15%2026.05 | 0.6895 | — | 21.1 | |
| DMSGNoise Ratio=30%2026.05 | 0.6611 | — | 18.36 | |
| SCENoise Ratio=15%2026.05 | 0.6559 | — | 29.05 | |
| Bare modelNoise Ratio=30%2026.05 | 0.6524 | — | 15.06 | |
| LwFNoise Ratio=30%2026.05 | 0.6276 | — | 20.08 | |
| DSLRNoise Ratio=30%2026.05 | 0.6174 | — | 8.49 | |
| TFRNoise Ratio=15%2026.05 | 0.6088 | — | 14.95 | |
| CLNodeNoise Ratio=30%2026.05 | 0.5563 | — | 45.26 | |
| ERGNNNoise Ratio=15%2026.05 | 0.5277 | — | 44.23 | |
| SCENoise Ratio=30%2026.05 | 0.5277 | — | 24.16 | |
| CLNodeNoise Ratio=15%2026.05 | 0.5231 | — | 49.74 | |
| TSSNoise Ratio=15%2026.05 | 0.5214 | — | 42.47 | |
| TSSNoise Ratio=30%2026.05 | 0.498 | — | 40.11 | |
| ERGNNNoise Ratio=30%2026.05 | 0.4862 | — | 39.28 | |
| TFRNoise Ratio=30%2026.05 | 0.4242 | — | 35.46 | |
| TPPCategory=Parameter isolation2026.02 | 0.366 | 0 | — | |
| DeLoMeCategory=Replay2026.02 | 0.356 | 0.671 | — | |
| FinetuningCategory=Lower bound2026.02 | 0.188 | 0.415 | — | |
| MASCategory=Regularisation2026.02 | 0.186 | 0.923 | — | |
| TWPCategory=Regularisation2026.02 | 0.186 | 0.892 | — | |
| LwFCategory=Lower bound2026.02 | 0.147 | 0.784 | — |