Node Classification on Reddit-CL
99.5APTRACE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TRACEType=Self-Supervised2026.07 | 99.5 | — | 0.1 | |
| SAOTType=Self-Supervised2026.07 | 99.5 | — | 0.1 | |
| PUMAType=Supervised2026.07 | 99.4 | — | 0 | |
| CaTType=Supervised2026.07 | 99.3 | — | 0 | |
| G-BTType=Self-Supervised2026.07 | 99.3 | — | -0.1 | |
| ER-GNNType=Supervised2026.07 | 98.9 | — | -0.1 | |
| GCN-ParType=Self-Supervised2026.07 | 98.9 | — | -0.4 | |
| SAOTType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 98.5 | — | -0.2 | |
| JointType=Full2026.07 | 98.5 | — | — | |
| GAEType=Self-Supervised2026.07 | 98.3 | — | -0.2 | |
| TRACEType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 98.1 | — | -0.2 | |
| PUMAType=Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 98 | — | -0.3 | |
| GCN-CluType=Self-Supervised2026.07 | 98 | — | -0.6 | |
| CaTType=Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 97.7 | — | -0.4 | |
| GCN-CompType=Self-Supervised2026.07 | 96.8 | — | 1.8 | |
| TACOType=Supervised2026.07 | 96.4 | — | -0.9 | |
| G-BTType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 96.2 | — | -1.1 | |
| DGIType=Self-Supervised2026.07 | 93.7 | — | -0.2 | |
| GCN-ParType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 92.8 | — | -2.5 | |
| JointType=Full, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 91.7 | — | — | |
| GAEType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 90.6 | — | -2.3 | |
| ER-GNNType=Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 88.5 | — | -10.8 | |
| GCN-CompType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 87.5 | — | -3.3 | |
| TWPType=Supervised2026.07 | 87.4 | — | -12.6 | |
| GCN-CluType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 84.1 | — | -6.7 | |
| TACOType=Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 83.7 | — | -8.6 | |
| RieGraceType=Self-Supervised2026.07 | 67.9 | — | -1.1 | |
| DGIType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 56.8 | — | -10.9 | |
| TWPType=Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 13.5 | — | -89.7 | |
| RieGraceType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 4.3 | — | -8.5 | |
| ACIL2026.04 | — | 81.37 | 73.93 | |
| ADR2026.04 | — | 82.52 | 75.45 | |
| BARE2026.04 | — | 40.47 | 12.64 | |
| CAT2026.04 | — | 51.95 | 22.85 | |
| DPCR2026.04 | — | 66.09 | 38.27 | |
| DS-AL2026.04 | — | 81.77 | 74.4 | |
| EFC2026.04 | — | 78.45 | 69.91 | |
| ER-GNN2026.04 | — | 81.66 | 69.7 | |
| EWC2026.04 | — | 40.93 | 8.82 | |
| JOINT2026.04 | — | — | 79.82 | |
| LWF2026.04 | — | 37.73 | 12.76 | |
| MAS2026.04 | — | 53.02 | 33.11 | |
| POLO2026.04 | — | 55.03 | 24.77 | |
| TWP2026.04 | — | 39.79 | 9.97 |