Molecular Property Prediction on ogbg-molbace
0.7992AUROCGRANOLA
Evaluation results
| Method | Links | |
|---|---|---|
| GRANOLABackbone=GIN2024.04 | 0.7992 | |
| GRANOLA-MSBackbone=GIN2024.04 | 0.7918 | |
| GCN2024.04 | 0.7915 | |
| DS-GNN (NM)2024.04 | 0.7841 | |
| GINNormalization=RNF-NORM2024.04 | 0.7796 | |
| FGWMixupBackbone=vGCN2023.06 | 0.7749 | |
| GINNormalization=LayerNorm-node2024.04 | 0.7712 | |
| vanillaBackbone=vGCN2023.06 | 0.7662 | |
| GINNormalization=LayerNorm-graph2024.04 | 0.7649 | |
| FGWMixup*Backbone=vGCN2023.06 | 0.764 | |
| GINNormalization=MeanSubtractionNorm2024.04 | 0.7636 | |
| GRANOLA-NO-RNFBackbone=GIN2024.04 | 0.7623 | |
| GINNormalization=GraphSizeNorm2024.04 | 0.7618 | |
| GINNormalization=DiffGroupNorm2024.04 | 0.7596 | |
| FGWMixupBackbone=vGIN2023.06 | 0.7595 | |
| GINNormalization=NodeNorm2024.04 | 0.7567 | |
| DropEdgeBackbone=vGCN2023.06 | 0.7531 | |
| GINNormalization=SuperNorm2024.04 | 0.7512 | |
| GINNormalization=PairNorm2024.04 | 0.7511 | |
| GINNormalization=InstanceNorm2024.04 | 0.7486 | |
| GINNormalization=BatchNorm, Encoding=RNF-PE2024.04 | 0.7428 | |
| FGWMixup*Backbone=vGIN2023.06 | 0.7402 | |
| G-MixupBackbone=vGIN2023.06 | 0.7374 | |
| GINNormalization=GraphNorm2024.04 | 0.7323 | |
| GIN2024.04 | 0.7297 | |
| GINNormalization=BatchNorm2024.04 | 0.7297 | |
| DropEdgeBackbone=vGIN2023.06 | 0.7268 | |
| GINNormalization=Identity2024.04 | 0.7255 | |
| G-MixupBackbone=vGCN2023.06 | 0.698 | |
| vanillaBackbone=vGIN2023.06 | 0.6977 |