Link Prediction on CS (test)
96.21APHyboNet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| HyboNetModel Architecture Category=ANN-R2024.10 | 96.21 | — | — | |
| SGCModel Architecture Category=ANN-E2024.10 | 95.34 | — | — | |
| MSGModel Architecture Category=SNN-E2024.10 | 95.12 | — | — | |
| SpikeGCLModel Architecture Category=SNN-E2024.10 | 95.06 | — | — | |
| kappa-GCNModel Architecture Category=ANN-R2024.10 | 94.97 | — | — | |
| SAGEModel Architecture Category=ANN-E2024.10 | 94.86 | — | — | |
| SpikingGCNModel Architecture Category=SNN-E2024.10 | 94.79 | — | — | |
| GATModel Architecture Category=ANN-E2024.10 | 94.34 | — | — | |
| GCNModel Architecture Category=ANN-E2024.10 | 93.38 | — | — | |
| Q-GCNModel Architecture Category=ANN-R2024.10 | 92.24 | — | — | |
| HGCNModel Architecture Category=ANN-R2024.10 | 91.9 | — | — | |
| Auto-GNNMax refinement budget=100, Number of trials=102025.07 | — | 89.46 | — | |
| AutoTransferMax refinement budget=100, Number of trials=102025.07 | — | 90.13 | — | |
| DesiGNNMax refinement budget=100, Number of trials=102025.07 | — | 90.26 | — | |
| EAMax refinement budget=100, Number of trials=102025.07 | — | 89.3 | — | |
| EHDMDistillation=Teacher-Student, Teacher=Ensemble Heuristics2025.04 | — | — | 74.33 | |
| GAT-MLPDistillation=Teacher-Student, Teacher=GAT2025.04 | — | — | 63.65 | |
| GCN-MLPDistillation=Teacher-Student, Teacher=GCN2025.04 | — | — | 66.64 | |
| GraphGymMax refinement budget=100, Number of trials=102025.07 | — | 87.63 | — | |
| GraphNASMax refinement budget=100, Number of trials=102025.07 | — | 89.48 | — | |
| M-DESIGNMax refinement budget=100, Number of trials=102025.07 | — | 90.26 | — | |
| NAS-Bench-GraphMax refinement budget=100, Number of trials=102025.07 | — | 87.63 | — | |
| NCN-MLPDistillation=Teacher-Student, Teacher=NCN2025.04 | — | — | 58.82 | |
| RandomMax refinement budget=100, Number of trials=102025.07 | — | 89.38 | — | |
| RLMax refinement budget=100, Number of trials=102025.07 | — | 89.26 | — | |
| SAGE-MLPDistillation=Teacher-Student, Teacher=GraphSAGE2025.04 | — | — | 65.5 | |
| Space OptimumMax refinement budget=100, Number of trials=102025.07 | — | 90.26 | — |