Molecular Property Prediction on MOLHIV
80.94ROC-AUCCIN
Evaluation results
| Method | Links | |
|---|---|---|
| CIN2024.04 | 80.94 | |
| RFP-QR-L, A, Slearn-DSS2024.04 | 80.58 | |
| GSN2024.04 | 80.39 | |
| SUN (GIN) (EGO+)2024.04 | 80.03 | |
| GNN-AK+2024.04 | 79.61 | |
| GNN-SSWL+2024.04 | 79.58 | |
| GRANOLABackbone=GIN2024.04 | 78.98 | |
| GRANOLA-MSBackbone=GIN2024.04 | 78.84 | |
| RWPE2024.04 | 78.62 | |
| NGNN2024.04 | 78.34 | |
| Graph-ViT + GFSAGFSA=true2023.12 | 78.3 | |
| GINNormalization=GraphNorm2024.04 | 78.08 | |
| Graph-ViTGFSA=false2023.12 | 77.92 | |
| RFP - l2 - L, A2024.04 | 77.91 | |
| GINEncoding=Laplacian PE2024.04 | 77.88 | |
| GINNormalization=RNF-NORM2024.04 | 77.61 | |
| DS-GNN (EGO+)2024.04 | 77.4 | |
| GRANOLA-NO-RNFBackbone=GIN2024.04 | 77.09 | |
| GINNormalization=InstanceNorm2024.04 | 76.88 | |
| DSS-GNN (EGO+)2024.04 | 76.78 | |
| GINNormalization=SuperNorm2024.04 | 76.55 | |
| DS-GNN (NM)2024.04 | 76.54 | |
| GINNormalization=MeanSubtractionNorm2024.04 | 76.37 | |
| RECONSTR. GNN2024.04 | 76.32 | |
| GINNormalization=PairNorm2024.04 | 76.18 | |
| GINNormalization=LayerNorm-graph2024.04 | 76.13 | |
| GCN2024.04 | 76.06 | |
| GINNormalization=BatchNorm, Encoding=RNF-PE2024.04 | 75.98 | |
| GIN2024.04 | 75.58 | |
| GINNormalization=BatchNorm2024.04 | 75.58 | |
| GINNormalization=NodeNorm2024.04 | 75.5 | |
| GINNormalization=GraphSizeNorm2024.04 | 75.44 | |
| GINNormalization=LayerNorm-node2024.04 | 75.24 | |
| GINNormalization=DiffGroupNorm2024.04 | 74.37 | |
| PRiSMBackbone=Transformer2026.05 | 74.3 | |
| MAPBackbone=Transformer2026.05 | 72.21 | |
| GINNormalization=Identity2024.04 | 71.89 | |
| LPEBackbone=Transformer2026.05 | 68.91 | |
| OAPBackbone=Transformer2026.05 | 68.78 |