Node Classification on Products-CL
95.9AP (%)SAOT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SAOTType=Self-Supervised2026.07 | 95.9 | 0.2 | |
| PUMAType=Supervised2026.07 | 95.4 | 0.1 | |
| CaTType=Supervised2026.07 | 94.9 | -0.5 | |
| TWPType=Supervised2026.07 | 90.3 | -0.5 | |
| G-BTType=Self-Supervised2026.07 | 89.3 | -1.1 | |
| ER-GNNType=Supervised2026.07 | 89 | -2.5 | |
| TRACEType=Self-Supervised2026.07 | 88.1 | 0.1 | |
| GCN-ParType=Self-Supervised2026.07 | 86 | -6.4 | |
| JointType=Full2026.07 | 85.9 | — | |
| TACOType=Supervised2026.07 | 83.1 | -0.9 | |
| GCN-CluType=Self-Supervised2026.07 | 81.1 | -3.2 | |
| GCN-CompType=Self-Supervised2026.07 | 79.2 | 1.2 | |
| GAEType=Self-Supervised2026.07 | 78.5 | -3.2 | |
| DGIType=Self-Supervised2026.07 | 76.4 | -0.3 | |
| PUMAType=Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 74.2 | -4.1 | |
| RieGraceType=Self-Supervised2026.07 | 73.1 | 0 | |
| CaTType=Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 71.1 | -5.4 | |
| SAOTType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 40.7 | -0.6 | |
| TRACEType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 25.6 | -0.3 | |
| G-BTType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 25.4 | -14.7 | |
| ER-GNNType=Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 24.5 | -67.4 | |
| JointType=Full, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 15.7 | — | |
| TACOType=Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 11.3 | -6.6 | |
| GCN-CluType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 7.8 | -8.4 | |
| GCN-ParType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 7.8 | -14.2 | |
| GCN-CompType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 6.1 | -5.3 | |
| GAEType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 5.9 | -7 | |
| DGIType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 4.3 | -5.3 | |
| RieGraceType=Self-Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 4.1 | -4.9 | |
| TWPType=Supervised, Continual Learning Setting=Class-IL, Inter-task edges configuration=without2026.07 | 3 | -89.7 |