Link Prediction on PCQM-Contact LRGB
34.44MRRDRew-GCN
Evaluation results
| Method | Links | |
|---|---|---|
| DRew-GCNParameter budget=~500k2023.05 | 34.44 | |
| DRew-GCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 34.42 | |
| DRew-GINLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 34.03 | |
| SANLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 33.5 | |
| GraphGPSLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 33.37 | |
| DRew-GatedGCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 33.24 | |
| DRew-GINParameter budget=~500k2023.05 | 33 | |
| DRew-GatedGCNParameter budget=~500k2023.05 | 32.93 | |
| MixHop-GCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 32.5 | |
| GatedGCNPositional Encoding (PE)=true, Parameter budget=~500k2023.05 | 32.42 | |
| GCNParameter budget=~500k2023.05 | 32.34 | |
| GatedGCNParameter budget=~500k2023.05 | 32.18 | |
| MixHop-GCNParameter budget=~500k2023.05 | 31.83 | |
| GINEParameter budget=~500k2023.05 | 31.8 | |
| TransformerLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 31.74 | |
| DIGL+MPNNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 17.07 | |
| DIGL+MPNNParameter budget=~500k2023.05 | 16.56 |