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SotA/Methodology/Molecular Property Prediction/ToxCast

Molecular Property Prediction on ToxCast

Metric: ROC-AUC (higher is better)

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#Model↕ROC-AUC▼AugmentationsPaperDate↕Code
1DumplingGNN78.2NoDumpling GNN: Hybrid GNN Enables Better ADC Payl...2024-09-23-
2Uni-Mol69.6No--Code
3ChemRL-GEM69.2NoChemRL-GEM: Geometry Enhanced Molecular Represen...2021-06-11-
4PretrainGNN65.7NoStrategies for Pre-training Graph Neural Networks2019-05-29Code
5D-MPNN65.5NoAnalyzing Learned Molecular Representations for ...2019-04-02Code
6GROVER (base)65.4NoSelf-Supervised Graph Transformer on Large-Scale...2020-06-18Code
7GROVER (large)65.3NoSelf-Supervised Graph Transformer on Large-Scale...2020-06-18Code