Graph Classification on Peptides-func LRGB
73APSOTA
Evaluation Results
| Method | Links | |
|---|---|---|
| SOTA2024.10 | 73 | |
| DRew-GCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 71.5 | |
| DRew-GINLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 71.26 | |
| DRew-GCNParameter budget=~500k2023.05 | 69.96 | |
| DRew-GatedGCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 69.77 | |
| DRew-GINParameter budget=~500k2023.05 | 69.4 | |
| SortMPNN2024.10 | 69.14 | |
| FSW-GNN2024.10 | 68.64 | |
| GCN2024.10 | 68.6 | |
| MixHop-GCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 68.43 | |
| DIGL+MPNNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 68.3 | |
| GatedGCN2024.10 | 67.65 | |
| DRew-GatedGCNParameter budget=~500k2023.05 | 67.33 | |
| GINE2024.10 | 66.21 | |
| MixHop-GCNParameter budget=~500k2023.05 | 65.92 | |
| GraphGPSLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 65.35 | |
| DIGL+MPNNParameter budget=~500k2023.05 | 64.69 | |
| SANLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 63.84 | |
| GATv2Aggregation=SSMA2024.09 | 63.7 | |
| GATAggregation=SSMA2024.09 | 63.6 | |
| GATAggregation=Sum, Reproduced=true2024.09 | 63.4 | |
| GCNAggregation=SSMA2024.09 | 63.3 | |
| TransformerLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.05 | 63.26 | |
| GATv2Aggregation=Sum, Reproduced=true2024.09 | 63.1 | |
| GINAggregation=SSMA2024.09 | 62.5 | |
| GCNAggregation=Sum, Reproduced=true2024.09 | 61.1 | |
| PNAAggregation=SSMA2024.09 | 61.1 | |
| GatedGCNPositional Encoding (PE)=true, Parameter budget=~500k2023.05 | 60.69 | |
| GINAggregation=Sum, Reproduced=true2024.09 | 60.4 | |
| GraphGPSAggregation=SSMA2024.09 | 60.34 | |
| GCNParameter budget=~500k2023.05 | 59.3 | |
| GraphGPSAggregation=Sum, Reproduced=true2024.09 | 58.81 | |
| GatedGCNParameter budget=~500k2023.05 | 58.64 | |
| PNAAggregation=Sum, Reproduced=true2024.09 | 57 | |
| GINEParameter budget=~500k2023.05 | 54.98 |