Node Classification on BlogCatalog
0.9579AccuracySUBLIME+InGSL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SUBLIME+InGSLEdge Reduction (%)=30%2026.05 | 0.9579 | — | |
| SUBLIME+InGSLEdge Reduction (%)=50%2026.05 | 0.9548 | — | |
| SUBLIMEEdge Reduction (%)=30%2026.05 | 0.9478 | — | |
| SUBLIMEEdge Reduction (%)=50%2026.05 | 0.9452 | — | |
| RWGSL+InGSLEdge Reduction (%)=30%2026.05 | 0.9239 | — | |
| RWGSL+InGSLEdge Reduction (%)=50%2026.05 | 0.9199 | — | |
| IDGL+InGSLEdge Reduction (%)=30%2026.05 | 0.9132 | — | |
| IDGL+InGSLEdge Reduction (%)=50%2026.05 | 0.912 | — | |
| IDGLEdge Reduction (%)=30%2026.05 | 0.8905 | — | |
| IDGLEdge Reduction (%)=50%2026.05 | 0.8881 | — | |
| FC-GSSL2026.04 | 0.887 | — | |
| GraphPAE2026.04 | 0.8576 | — | |
| DEMO-Netvariant=hash2019.06 | 0.849 | — | |
| DEMO-Netvariant=weight2019.06 | 0.849 | — | |
| MeanGNNEvaluation protocol=End-to-end2026.03 | 0.8448 | — | |
| RWGSLEdge Reduction (%)=30%2026.05 | 0.8323 | — | |
| GraphSAGE2019.06 | 0.828 | — | |
| AUG-MAE2026.04 | 0.8203 | — | |
| RWGSLEdge Reduction (%)=50%2026.05 | 0.8101 | — | |
| GraphMAE2026.04 | 0.799 | — | |
| BGRL2026.04 | 0.7974 | — | |
| SPGCL2026.01 | 0.7962 | — | |
| LEDF-GCN2026.04 | 0.796 | — | |
| GATEvaluation protocol=End-to-end2026.03 | 0.782 | — | |
| Pro-GNN2026.01 | 0.7808 | — | |
| LDS2026.01 | 0.7779 | — | |
| GraphMAE22026.04 | 0.7734 | — | |
| PROSE+InGSLEdge Reduction (%)=30%2026.05 | 0.7665 | — | |
| GRCN+InGSLEdge Reduction (%)=30%2026.05 | 0.7663 | — | |
| PROSE+InGSLEdge Reduction (%)=50%2026.05 | 0.7648 | — | |
| TS-MeanEvaluation protocol=Zero-shot2026.03 | 0.763 | — | |
| GRCN+InGSLEdge Reduction (%)=50%2026.05 | 0.7622 | — | |
| DropEdge2026.01 | 0.7596 | — | |
| S2GAE2026.04 | 0.7576 | — | |
| GOBLINEvaluation protocol=Zero-shot2026.03 | 0.7571 | — | |
| PROSEEdge Reduction (%)=30%2026.05 | 0.7557 | — | |
| PROSEEdge Reduction (%)=50%2026.05 | 0.7544 | — | |
| CCA-SSG2026.04 | 0.74 | — | |
| UnGSL+InGSLEdge Reduction (%)=30%2026.05 | 0.736 | — | |
| UnGSL+InGSLEdge Reduction (%)=50%2026.05 | 0.7358 | — | |
| GRCNEdge Reduction (%)=30%2026.05 | 0.7343 | — | |
| GRCNEdge Reduction (%)=50%2026.05 | 0.7329 | — | |
| MaskGAE2026.04 | 0.731 | — | |
| Union2019.06 | 0.73 | — | |
| UnGSLEdge Reduction (%)=50%2026.05 | 0.7294 | — | |
| Sp2GCL2026.04 | 0.7273 | — | |
| UnGSLEdge Reduction (%)=30%2026.05 | 0.7269 | — | |
| Intersection2019.06 | 0.725 | — | |
| DGI2026.04 | 0.7207 | — | |
| GCN2019.06 | 0.72 | — | |
| NDLS2026.04 | 0.719 | — | |
| GraphAnyEvaluation protocol=Zero-shot2026.03 | 0.7154 | — | |
| AFRepsilon=∞2026.04 | 0.701 | 0 | |
| GraphSAGE2026.01 | 0.6942 | — | |
| AFRepsilon=102026.04 | 0.688 | 1.3 | |
| GCN cheby2019.06 | 0.686 | — | |
| GAT2019.06 | 0.663 | — | |
| AFRepsilon=52026.04 | 0.66 | 4.1 | |
| MVGRL2026.04 | 0.6324 | — | |
| GCN2026.01 | 0.6275 | — | |
| VGAE2026.04 | 0.6047 | — | |
| AFRepsilon=22026.04 | 0.602 | 9.9 | |
| GAT2026.01 | 0.5788 | — | |
| AFRepsilon=12026.04 | 0.525 | 17.6 | |
| JKNet-Mean2026.04 | 0.498 | — | |
| H2GCN2026.04 | 0.49 | — | |
| Geom-GCN2026.01 | 0.4779 | — | |
| SGC2026.01 | 0.4288 | — | |
| GCN2026.04 | 0.42 | — | |
| GCNII2026.04 | 0.204 | — |