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Aqueous solubility prediction on BigSolDB2

1.21Mean MAEMPNN+MLP
1.20281.25141.31.3486Jul 2, 2026

Evaluation results

MethodLinks
MPNN+MLPArchitecture=Message Passing Neural Network combined with a multilayer perceptron2026.071.210.191.21
GCN+MLPArchitecture=Graph Convolutional Network combined with a multilayer perceptron2026.071.240.121.27
GCNArchitecture=Baseline Graph Convolutional Network2026.071.290.051.28
GCN+MLP with interactionArchitecture=GCN+MLP with an interaction module2026.071.390.121.41
MPNN+MLP with interactionArchitecture=MPNN+MLP with an interaction module2026.071.390.211.38