Graph property prediction on ogbg-ppa (test)
82.58AccuracyGatedGCN+
Evaluation Results
| Method | Links | |
|---|---|---|
| GatedGCN+enhanced=true2025.02 | 82.58 | |
| GIN+enhanced=true2025.02 | 81.07 | |
| GCN+enhanced=true2025.02 | 80.77 | |
| GPSNumber of parameters=3.4m2023.05 | 80.15 | |
| GraphGPS2025.02 | 80.15 | |
| PDFNumber of parameters=2.0m, Sparse Representation=true2023.05 | 80.1 | |
| GECO2025.02 | 79.82 | |
| ExpCNumber of parameters=1.4m2023.05 | 79.76 | |
| DeeperGCN + FLAGBackbone=DeeperGCN, Virtual Nodes=false2020.10 | 77.52 | |
| DeeperGCNBackbone=DeeperGCN, Virtual Nodes=false2020.10 | 77.12 | |
| DeeperGNumber of parameters=2.3m2023.05 | 77.12 | |
| GatedGCN2025.02 | 75.31 | |
| KS-SATNumber of parameters=NA2023.05 | 75.22 | |
| SAT2025.02 | 75.22 | |
| GIN-Virtual + FLAGBackbone=GIN, Virtual Nodes=true2020.10 | 72.45 | |
| GIN-VirtualBackbone=GIN, Virtual Nodes=true2020.10 | 70.37 | |
| GCN-Virtual + FLAGBackbone=GCN, Virtual Nodes=true2020.10 | 69.44 | |
| GIN + FLAGBackbone=GIN, Virtual Nodes=false2020.10 | 69.05 | |
| GINBackbone=GIN, Virtual Nodes=false2020.10 | 68.92 | |
| GINNumber of parameters=1.9m2023.05 | 68.92 | |
| GIN2025.02 | 68.92 | |
| GCN-VirtualBackbone=GCN, Virtual Nodes=true2020.10 | 68.57 | |
| GCNBackbone=GCN, Virtual Nodes=false2020.10 | 68.39 | |
| GCNNumber of parameters=0.5m2023.05 | 68.39 | |
| GCN2025.02 | 68.39 | |
| GCN + FLAGBackbone=GCN, Virtual Nodes=false2020.10 | 68.38 | |
| GT2025.02 | 64.54 |