Molecular Property Prediction (Regression) on Lipo 4199 graphs (test)
0.58RMSEProtoS-L2
Evaluation Results
| Method | Links | |
|---|---|---|
| ProtoS-L2Contrastive regularization=true, Distance metric=L22020.06 | 0.58 | |
| ProtoW-L2Contrastive regularization=true, Distance metric=L22020.06 | 0.604 | |
| ProtoW-L2Contrastive regularization=false, Distance metric=L22020.06 | 0.615 | |
| ProtoW-DotContrastive regularization=true, Distance metric=Dot2020.06 | 0.629 | |
| ProtoW-DotContrastive regularization=false, Distance metric=Dot2020.06 | 0.637 | |
| D-MPNNPooling method=summation2020.06 | 0.646 | |
| GINPooling method=summation2020.06 | 0.658 | |
| D-MPNN+TopK PoolPooling method=TopK Pool2020.06 | 0.675 | |
| D-MPNN+SAG PoolPooling method=SAG Pool2020.06 | 0.72 | |
| GATPooling method=summation2020.06 | 0.808 | |
| Fingerprint+MLP2020.06 | 0.885 |