OpenCodePapers

molecular-property-prediction-on-clintox-1

Atomistic DescriptionMolecular Property Prediction
Dataset Link
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PaperCodeROC-AUCMolecules (M)ModelNameReleaseDate
Integrating convolutional layers and biformer network with forward-forward and backpropagation training✓ Link99.2Deep-CBN2025-02-28
A Bayesian Flow Network Framework for Chemistry Tasks✓ Link99.18ChemBFN2024-07-28
MolXPT: Wrapping Molecules with Text for Generative Pre-training✓ Link95.3±0.2MolXPT2023-05-18
Synergistic Fusion of Graph and Transformer Features for Enhanced Molecular Property Prediction94.7±0.2SYN-FUSION2023-08-25
Uni-Mol: A Universal 3D Molecular Representation Learning Framework✓ Link91.919Uni-Mol2022-09-08
Bidirectional Generation of Structure and Properties Through a Single Molecular Foundation Model✓ Link91.0SPMM2022-11-19
Analyzing Learned Molecular Representations for Property Prediction✓ Link90.6D-MPNN2019-04-02
ChemRL-GEM: Geometry Enhanced Molecular Representation Learning for Property Prediction90.120ChemRL-GEM2021-06-11
N-Gram Graph: Simple Unsupervised Representation for Graphs, with Applications to Molecules✓ Link87.5N-GramXGB2018-06-24
Galactica: A Large Language Model for Science✓ Link82.62GAL 120B2022-11-16
Galactica: A Large Language Model for Science✓ Link82.22GAL 30B2022-11-16
Self-Supervised Graph Transformer on Large-Scale Molecular Data✓ Link81.211GROVER (base)2020-06-18
Pre-training Graph Neural Networks on Molecules by Using Subgraph-Conditioned Graph Information Bottleneck✓ Link78.58±2.01S-CGIB2025-02-20
Galactica: A Large Language Model for Science✓ Link78.42GAL 6.7B2022-11-16
N-Gram Graph: Simple Unsupervised Representation for Graphs, with Applications to Molecules✓ Link77.5N-GramRF2018-06-24
Self-Supervised Graph Transformer on Large-Scale Molecular Data✓ Link76.211GROVER (large)2020-06-18
Strategies for Pre-training Graph Neural Networks✓ Link72.6PretrainGNN2019-05-29
Galactica: A Large Language Model for Science✓ Link58.92GAL 1.3B2022-11-16
ChemBERTa-2: Towards Chemical Foundation Models✓ Link56.377ChemBERTa-2 (MTR-77M)2022-09-05
Galactica: A Large Language Model for Science✓ Link51.82GAL 125M2022-11-16