Graph Classification on MalNet Tiny
94.02AccuracyEXPHORMER
Evaluation Results
| Method | Links | |
|---|---|---|
| EXPHORMER2023.03 | 94.02 | |
| GCN+source=Published results2025.05 | 93.54 | |
| GraphGPS2023.03 | 93.5 | |
| Graph-Mambasource=Published results2025.05 | 93.4 | |
| FractalGCL + JK-SAGEFrozen pretraining=true2025.05 | 93.4 | |
| GIN+source=Published results2025.05 | 93.25 | |
| JK-SAGEFrozen pretraining=true2025.05 | 92.93 | |
| GatedGCN2023.03 | 92.23 | |
| FractalGCL + SAGE-smallFrozen pretraining=true2025.05 | 92.13 | |
| GAT2023.03 | 92.1 | |
| SAGE-smallFrozen pretraining=true2025.05 | 90.93 | |
| FractalGCL + GIN-smallFrozen pretraining=true2025.05 | 90.33 | |
| GIN-smallFrozen pretraining=true2025.05 | 90.1 | |
| GIN-JKsource=Published results2025.05 | 90 | |
| GCN-JKsource=Published results2025.05 | 89.7 | |
| GIN2023.03 | 88.98 | |
| GST-SAGEsource=Published results2025.05 | 88.42 | |
| GraphSAGEsource=Published results2025.05 | 88.08 | |
| Frozen-FractalGCLFrozen pretraining=true2025.05 | 85.13 | |
| GCN2023.03 | 81 | |
| Random frozen controlFrozen pretraining=true2025.05 | 18.83 |