Paper | Code | MAE | ModelName | ReleaseDate |
---|---|---|---|---|
Uni-Mol: A Universal 3D Molecular Representation Learning Framework | ✓ Link | 41.8 | Uni-Mol | 2022-09-08 |
ChemRL-GEM: Geometry Enhanced Molecular Representation Learning for Property Prediction | 58.9 | ChemRL-GEM | 2021-06-11 | |
N-Gram Graph: Simple Unsupervised Representation for Graphs, with Applications to Molecules | ✓ Link | 81.9 | N-GramXGB | 2018-06-24 |
Self-Supervised Graph Transformer on Large-Scale Molecular Data | ✓ Link | 92.0 | GROVER (large) | 2020-06-18 |
N-Gram Graph: Simple Unsupervised Representation for Graphs, with Applications to Molecules | ✓ Link | 92.8 | N-GramRF | 2018-06-24 |
Self-Supervised Graph Transformer on Large-Scale Molecular Data | ✓ Link | 94.5 | GROVER (base) | 2020-06-18 |
Analyzing Learned Molecular Representations for Property Prediction | ✓ Link | 103.5 | D-MPNN | 2019-04-02 |
Strategies for Pre-training Graph Neural Networks | ✓ Link | 113.2 | PretrainGNN | 2019-05-29 |