Graph Classification on HIV OGB (test)
80.67ROC AUCPNA+GSAT*
Evaluation Results
| Method | Links | |
|---|---|---|
| PNA+GSAT*Backbone=PNA, fine-tuning=true2022.01 | 80.67 | |
| EGT (30 layers)#Param=110.8M, Pre-training=true2021.08 | 80.6 | |
| Graphormer-FLAG#Param=47.2M, Pre-training=true2021.08 | 80.51 | |
| PNA+GSATBackbone=PNA2022.01 | 80.24 | |
| DGN#Param=110K2021.08 | 79.7 | |
| DeeperGCN-FLAG#Param=532K2021.08 | 79.42 | |
| PHC-GNN#Param=114K2021.08 | 79.34 | |
| PNA#Param=326K2021.08 | 79.05 | |
| PNA (NO SCALARS)Backbone=PNA2022.01 | 78.91 | |
| GIN-VN#Param=3.3M, Pre-training=true2021.08 | 77.8 | |
| GMT2021.02 | 77.56 | |
| GMTEvaluation Setting=Reproduced2021.02 | 77.56 | |
| GCN2021.02 | 76.81 | |
| GCNEvaluation Setting=Reproduced2021.02 | 76.81 | |
| GINBackbone=GIN2022.01 | 76.69 | |
| GIN+GSATBackbone=GIN2022.01 | 76.47 | |
| IB-SUBGRAPHBackbone=GIN2022.01 | 76.43 | |
| DIRBackbone=GIN2022.01 | 76.34 | |
| GIN+GSAT*Backbone=GIN, fine-tuning=true2022.01 | 76.16 | |
| GCNEvaluation Setting=Leaderboard2021.02 | 76.06 | |
| GIN2021.02 | 75.95 | |
| GINEvaluation Setting=Reproduced2021.02 | 75.95 | |
| ASAP2021.02 | 75.85 | |
| DiffPool2021.02 | 75.64 | |
| GINEvaluation Setting=Leaderboard2021.02 | 75.58 | |
| MinCutPool2021.02 | 75.37 | |
| Set2Set2021.02 | 74.7 | |
| SAGPoolvariant=Global2021.02 | 74.56 | |
| EdgePool2021.02 | 72.86 | |
| HaarPool2021.02 | 72.66 | |
| TopKPool2021.02 | 72.27 | |
| SortPool2021.02 | 71.82 | |
| SAGPoolvariant=Hierarchical2021.02 | 71.44 |