Graph Regression on Peptides-struct LRGB
0.242MAESOTA
Evaluation Results
| Method | Links | |
|---|---|---|
| SOTA2024.10 | 0.242 | |
| GCN2024.10 | 0.246 | |
| GINE2024.10 | 0.2473 | |
| GatedGCN2024.10 | 0.2477 | |
| FSW-GNN2024.10 | 0.2489 | |
| SortMPNN2024.10 | 0.2494 | |
| GraphGPSLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 0.25 | |
| TransformerLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 0.2529 | |
| DRew-GCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 0.2536 | |
| DRew-GatedGCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 0.2539 | |
| GCNAggregation=SSMA2024.09 | 0.26 | |
| GATAggregation=SSMA2024.09 | 0.26 | |
| GATv2Aggregation=SSMA2024.09 | 0.26 | |
| GINAggregation=SSMA2024.09 | 0.26 | |
| DRew-GINLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 0.2606 | |
| MixHop-GCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 0.2614 | |
| DIGL+MPNNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 0.2616 | |
| SANLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 0.2683 | |
| DRew-GatedGCNParameter budget=~500k2023.05 | 0.2699 | |
| GATAggregation=Sum, Reproduced=true2024.09 | 0.27 | |
| GATv2Aggregation=Sum, Reproduced=true2024.09 | 0.27 | |
| GINAggregation=Sum, Reproduced=true2024.09 | 0.27 | |
| GraphGPSAggregation=SSMA2024.09 | 0.27 | |
| PNAAggregation=SSMA2024.09 | 0.27 | |
| DRew-GCNParameter budget=~500k2023.05 | 0.2781 | |
| DRew-GINParameter budget=~500k2023.05 | 0.2799 | |
| GCNAggregation=Sum, Reproduced=true2024.09 | 0.28 | |
| GraphGPSAggregation=Sum, Reproduced=true2024.09 | 0.28 | |
| PNAAggregation=Sum, Reproduced=true2024.09 | 0.28 | |
| MixHop-GCNParameter budget=~500k2023.05 | 0.2921 | |
| DIGL+MPNNParameter budget=~500k2023.05 | 0.3173 | |
| GatedGCNPositional Encoding (PE)=true, Parameter budget=~500k2023.05 | 0.3357 | |
| GatedGCNParameter budget=~500k2023.05 | 0.342 | |
| GCNParameter budget=~500k2023.05 | 0.3496 | |
| GINEParameter budget=~500k2023.05 | 0.3547 |