| Associative Learning Mechanism for Drug-Target Interaction Prediction | May 24, 2022 | molecular representationPrediction | —Unverified | 0 |
| Learning multi-scale functional representations of proteins from single-cell microscopy data | May 24, 2022 | molecular representationRepresentation Learning | —Unverified | 0 |
| Attention-wise masked graph contrastive learning for predicting molecular property | May 2, 2022 | Contrastive LearningGraph Attention | —Unverified | 0 |
| Improving Molecular Representation Learning with Metric Learning-enhanced Optimal Transport | Feb 13, 2022 | Domain AdaptationMetric Learning | CodeCode Available | 1 |
| Molecular Representation Learning via Heterogeneous Motif Graph Neural Networks | Feb 1, 2022 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| GraphVAMPNet, using graph neural networks and variational approach to markov processes for dynamical modeling of biomolecules | Jan 12, 2022 | Graph Representation Learningmolecular representation | —Unverified | 0 |
| Molecular Contrastive Learning with Chemical Element Knowledge Graph | Dec 1, 2021 | Contrastive LearningDrug Design | CodeCode Available | 1 |
| Deep Molecular Representation Learning via Fusing Physical and Chemical Information | Nov 28, 2021 | molecular representationRepresentation Learning | —Unverified | 0 |
| Image-Like Graph Representations for Improved Molecular Property Prediction | Nov 20, 2021 | Graph Neural NetworkMolecular Property Prediction | —Unverified | 0 |
| SSI–DDI: Substructure–Substructure Interactions for Drug–Drug Interaction Prediction | Nov 7, 2021 | Drug–drug Interaction Extractionmolecular representation | CodeCode Available | 1 |
| GeomGCL: Geometric Graph Contrastive Learning for Molecular Property Prediction | Sep 24, 2021 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Multilingual Molecular Representation Learning via Contrastive Pre-training | Sep 18, 2021 | Contrastive LearningLanguage Modeling | —Unverified | 0 |
| C5T5: Controllable Generation of Organic Molecules with Transformers | Aug 23, 2021 | Drug Discoverymolecular representation | CodeCode Available | 1 |
| Learning Attributed Graph Representations with Communicative Message Passing Transformer | Jul 19, 2021 | Inductive Biasmolecular representation | CodeCode Available | 1 |
| GeoT: A Geometry-aware Transformer for Reliable Molecular Property Prediction and Chemically Interpretable Representation Learning | Jun 29, 2021 | Molecular Property Predictionmolecular representation | CodeCode Available | 0 |
| LiteGEM: Lite Geometry Enhanced Molecular Representation Learning for Quantum Property Prediction | Jun 28, 2021 | molecular representationProperty Prediction | CodeCode Available | 0 |
| Large-Scale Chemical Language Representations Capture Molecular Structure and Properties | Jun 17, 2021 | Drug DiscoveryMolecular Property Prediction | CodeCode Available | 1 |
| ChemRL-GEM: Geometry Enhanced Molecular Representation Learning for Property Prediction | Jun 11, 2021 | Molecular Property Predictionmolecular representation | —Unverified | 0 |
| JANUS: Parallel Tempered Genetic Algorithm Guided by Deep Neural Networks for Inverse Molecular Design | Jun 7, 2021 | Active LearningEvolutionary Algorithms | CodeCode Available | 1 |
| Multiresolution Equivariant Graph Variational Autoencoder | Jun 2, 2021 | Graph GenerationImage Generation | CodeCode Available | 1 |
| HamNet: Conformation-Guided Molecular Representation with Hamiltonian Neural Networks | May 8, 2021 | 3D geometrymolecular representation | CodeCode Available | 0 |
| Knowledge-aware Contrastive Molecular Graph Learning | Mar 24, 2021 | Contrastive LearningDrug Discovery | —Unverified | 0 |
| Molecular Representation Learning by Leveraging Chemical Information | Mar 15, 2021 | Drug DesignGraph Property Prediction | CodeCode Available | 0 |
| Few-Shot Graph Learning for Molecular Property Prediction | Feb 16, 2021 | AttributeDrug Discovery | CodeCode Available | 1 |
| Conformation-Guided Molecular Representation with Hamiltonian Neural Networks | Jan 1, 2021 | 3D geometrymolecular representation | —Unverified | 0 |