Node Classification on CoraFull CL
96.6APSAOT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SAOTType=Self-Supervised2026.07 | 96.6 | — | 1.5 | — | |
| PUMAType=Supervised2026.07 | 95.2 | — | -0.7 | — | |
| JointType=Full2026.07 | 94.5 | — | — | — | |
| TACOType=Supervised2026.07 | 94.5 | — | -0.2 | — | |
| TRACEType=Self-Supervised2026.07 | 94.4 | — | 0.4 | — | |
| G-BTType=Self-Supervised2026.07 | 94.2 | — | -0.4 | — | |
| CaTType=Supervised2026.07 | 93.3 | — | -0.3 | — | |
| GAEType=Self-Supervised2026.07 | 92.3 | — | 0.3 | — | |
| TWPType=Supervised2026.07 | 92.2 | — | -0.9 | — | |
| DGIType=Self-Supervised2026.07 | 91.5 | — | -2.4 | — | |
| ER-GNNType=Supervised2026.07 | 90.6 | — | -3.7 | — | |
| GCN-ParType=Self-Supervised2026.07 | 86.7 | — | -7.2 | — | |
| GCN-CompType=Self-Supervised2026.07 | 86.7 | — | -4.9 | — | |
| PUMAType=Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 77.9 | — | — | -4.2 | |
| GCN-CluType=Self-Supervised2026.07 | 76.4 | — | -14.9 | — | |
| SAOTType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 76.3 | — | — | -0.2 | |
| RieGraceType=Self-Supervised2026.07 | 75.5 | — | 0.1 | — | |
| JointType=Full, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 71.4 | — | — | — | |
| TRACEType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 71.2 | — | — | -6.2 | |
| CaTType=Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 68.5 | — | — | -5.7 | |
| GAEType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 58.1 | — | — | -3.1 | |
| G-BTType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 57.7 | — | — | -0.3 | |
| TACOType=Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 54.3 | — | — | -15.6 | |
| TWPType=Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 20.9 | — | — | -73.3 | |
| GCN-ParType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 10.4 | — | — | -44.1 | |
| GCN-CompType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 6.6 | — | — | -35.1 | |
| DGIType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 6.5 | — | — | -23.3 | |
| GCN-CluType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 4.6 | — | — | -49.9 | |
| RieGraceType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 3.3 | — | — | -11.4 | |
| ER-GNNType=Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 3 | — | — | -93.8 | |
| ACIL2026.04 | — | 61.49 | 51.92 | — | |
| ADR2026.04 | — | 67.52 | 60.03 | — | |
| BARE2026.04 | — | 17.55 | 3.75 | — | |
| CAT2026.04 | — | 27.38 | 11.02 | — | |
| DPCR2026.04 | — | 32.86 | 7.12 | — | |
| DS-AL2026.04 | — | 61.78 | 52.69 | — | |
| EFC2026.04 | — | 23.01 | 7.64 | — | |
| ER-GNN2026.04 | — | 20.55 | 4.91 | — | |
| EWC2026.04 | — | 20.23 | 5.44 | — | |
| JOINT2026.04 | — | — | 61.62 | — | |
| LWF2026.04 | — | 18.53 | 6.91 | — | |
| MAS2026.04 | — | 19.21 | 9.09 | — | |
| POLO2026.04 | — | 26.63 | 11.1 | — | |
| TWP2026.04 | — | 19.78 | 8.67 | — |