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ResearchFormerly WizWand

Molecular property prediction on MOLESOL

0.847RMSEDS-GNN (NM)
0.833960.921981.011.09802Apr 20, 2024
Updated 8mo ago

Evaluation results

MethodLinks
DS-GNN (NM)2024.040.847
GRANOLABackbone=GIN2024.040.96
GIN + GRANOLABackbone=GIN, Normalization=GRANOLA, RNF-Adaptive=true2024.040.96
GRANOLA-MSBackbone=GIN2024.040.971
RECONSTR. GNN2024.041.026
GINNormalization=SuperNorm2024.041.037
GIN + SuperNormBackbone=GIN, Normalization=SuperNorm2024.041.037
GINNormalization=RNF-NORM2024.041.039
GIN + RNF-NORMBackbone=GIN, Normalization=RNF-NORM2024.041.039
GINNormalization=GraphNorm2024.041.044
GIN + GraphNormBackbone=GIN, Normalization=GraphNorm2024.041.044
GINNormalization=BatchNorm, Encoding=RNF-PE2024.041.052
GIN + BatchNorm + RNF-PEBackbone=GIN, Normalization=BatchNorm, Positional Encoding=RNF-PE2024.041.052
GINNormalization=LayerNorm-node2024.041.058
GIN + LayerNorm-nodeBackbone=GIN, Normalization=LayerNorm-node2024.041.058
GINNormalization=LayerNorm-graph2024.041.061
GIN + LayerNorm-graphBackbone=GIN, Normalization=LayerNorm-graph2024.041.061
GINNormalization=MeanSubtractionNorm2024.041.062
GIN + MeanSubtractionNormBackbone=GIN, Normalization=MeanSubtractionNorm2024.041.062
GINNormalization=NodeNorm2024.041.068
GIN + NodeNormBackbone=GIN, Normalization=NodeNorm2024.041.068
GINNormalization=PairNorm2024.041.084
GIN + PairNormBackbone=GIN, Normalization=PairNorm2024.041.084
GINNormalization=DiffGroupNorm2024.041.087
GIN + DiffGroupNormBackbone=GIN, Normalization=DiffGroupNorm2024.041.087
GRANOLA-NO-RNFBackbone=GIN2024.041.088
GIN + GRANOLA-NO-RNFBackbone=GIN, Normalization=GRANOLA, RNF-Adaptive=false2024.041.088
GINNormalization=InstanceNorm2024.041.099
GIN + InstanceNormBackbone=GIN, Normalization=InstanceNorm2024.041.099
GCN2024.041.114
GINNormalization=GraphSizeNorm2024.041.121
GIN + GraphSizeNormBackbone=GIN, Normalization=GraphSizeNorm2024.041.121
GINNormalization=Identity2024.041.164
GIN + IdentityBackbone=GIN, Normalization=None2024.041.164
GIN2024.041.173
GINNormalization=BatchNorm2024.041.173
GIN + BatchNormBackbone=GIN, Normalization=BatchNorm2024.041.173