Link Prediction on PCQM-Contact LRGB (test)
0.4707MRRNeuralWalker
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NeuralWalker2024.06 | 0.4707 | — | — | — | |
| GPSReference=[47]2024.06 | 0.4703 | — | — | — | |
| GatedGCN2024.06 | 0.467 | — | — | — | |
| GIN2024.06 | 0.4617 | — | — | — | |
| GCN2024.06 | 0.4526 | — | — | — | |
| ExphormerBackbone=Exphormer2023.03 | 0.3637 | — | — | — | |
| GPS+EdgeRWSEAugmentation=EdgeRWSE2023.10 | 0.3408 | — | — | — | |
| GPS+Hodge1LapAugmentation=Hodge1Lap2023.10 | 0.3407 | — | — | — | |
| SANpositional_encoding=LapPE2022.05 | 0.335 | — | — | — | |
| SAN+LapPEBackbone=SAN, Positional Encoding=LapPE2023.03 | 0.335 | — | — | — | |
| SAN+LapPEPE/SE=LapPE2023.10 | 0.335 | — | — | — | |
| SAN+RWSEPE/SE=RWSE2023.10 | 0.335 | — | — | — | |
| GatedGCN+EdgeRWSEAugmentation=EdgeRWSE2023.10 | 0.3342 | — | — | — | |
| SANstructural_encoding=RWSE2022.05 | 0.3341 | — | — | — | |
| SAN+RWSEBackbone=SAN, Positional Encoding=RWSE2023.03 | 0.3341 | — | — | — | |
| GPS2022.05 | 0.3337 | — | — | — | |
| GraphGPSBackbone=GraphGPS2023.03 | 0.3337 | — | — | — | |
| GPS2023.10 | 0.3337 | — | — | — | |
| GatedGCN+Hodge1LapAugmentation=Hodge1Lap2023.10 | 0.3336 | — | — | — | |
| GatedGCNstructural_encoding=RWSE2022.05 | 0.3242 | — | — | — | |
| GatedGCN+RWSEBackbone=GatedGCN, Positional Encoding=RWSE2023.03 | 0.3242 | — | — | — | |
| GCN2022.05 | 0.3234 | — | — | — | |
| GCNBackbone=GCN2023.03 | 0.3234 | — | — | — | |
| GCN2023.10 | 0.3234 | — | — | — | |
| GatedGCN2022.05 | 0.3218 | — | — | — | |
| GatedGCNBackbone=GatedGCN2023.03 | 0.3218 | — | — | — | |
| GatedGCN2023.10 | 0.3218 | — | — | — | |
| GINE2022.05 | 0.318 | — | — | — | |
| GINEBackbone=GINE2023.03 | 0.318 | — | — | — | |
| GINE2023.10 | 0.318 | — | — | — | |
| Transformerpositional_encoding=LapPE2022.05 | 0.3174 | — | — | — | |
| Transformer+LapPEBackbone=Transformer, Positional Encoding=LapPE2023.03 | 0.3174 | — | — | — | |
| Transformer+LapPEPE/SE=LapPE2023.10 | 0.3174 | — | — | — | |
| DREW2024.05 | — | 0.3444 | — | — | |
| Exphormer2024.05 | — | 0.3637 | — | — | |
| GCN2024.05 | — | 0.3424 | 0.3631 | 0.4526 | |
| GINE2024.05 | — | 0.3509 | 0.3725 | 0.4617 | |
| GPS2024.05 | — | 0.3498 | 0.3722 | 0.4703 | |
| IPR-MPNN2024.05 | — | 0.367 | 0.3846 | 0.4756 |