| Molecular design method based on novel molecular representation and variational auto-encoder | Feb 20, 2023 | molecular representation | —Unverified | 0 |
| Persistent Dirac for molecular representation | Feb 5, 2023 | Drug Designmolecular representation | —Unverified | 0 |
| Exploring QSAR Models for Activity-Cliff Prediction | Jan 31, 2023 | molecular representationPrediction | CodeCode Available | 1 |
| Task-Agnostic Graph Neural Network Evaluation via Adversarial Collaboration | Jan 27, 2023 | BenchmarkingGraph Classification | CodeCode Available | 0 |
| t-SMILES: A Scalable Fragment-based Molecular Representation Framework for De Novo Molecule Generation | Jan 4, 2023 | Language Modellingmolecular representation | CodeCode Available | 1 |
| MolCPT: Molecule Continuous Prompt Tuning to Generalize Molecular Representation Learning | Dec 20, 2022 | Molecular Property Predictionmolecular representation | —Unverified | 0 |
| Encrypted machine learning of molecular quantum properties | Dec 5, 2022 | Federated Learningmolecular representation | CodeCode Available | 0 |
| BatmanNet: Bi-branch Masked Graph Transformer Autoencoder for Molecular Representation | Nov 25, 2022 | Drug DiscoveryMolecular Property Prediction | CodeCode Available | 0 |
| Molecular Joint Representation Learning via Multi-modal Information | Nov 25, 2022 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| A 3D-Shape Similarity-based Contrastive Approach to Molecular Representation Learning | Nov 3, 2022 | Contrastive LearningMolecular Property Prediction | —Unverified | 0 |
| A Systematic Survey of Chemical Pre-trained Models | Oct 29, 2022 | Drug Designmolecular representation | CodeCode Available | 2 |
| Substructure-Atom Cross Attention for Molecular Representation Learning | Oct 15, 2022 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| One Transformer Can Understand Both 2D & 3D Molecular Data | Oct 4, 2022 | Graph Regressionmolecular representation | CodeCode Available | 2 |
| Unraveling Key Elements Underlying Molecular Property Prediction: A Systematic Study | Sep 26, 2022 | Drug DiscoveryMolecular Property Prediction | CodeCode Available | 1 |
| Uni-Mol: A Universal 3D Molecular Representation Learning Framework | Sep 8, 2022 | 3D geometry3D Geometry Prediction | CodeCode Available | 0 |
| Semi-Supervised Junction Tree Variational Autoencoder for Molecular Property Prediction | Aug 10, 2022 | Computational chemistryDrug Discovery | CodeCode Available | 1 |
| Energy-Motivated Equivariant Pretraining for 3D Molecular Graphs | Jul 18, 2022 | 3D geometrymolecular representation | CodeCode Available | 1 |
| FunQG: Molecular Representation Learning Via Quotient Graphs | Jul 18, 2022 | Molecular Property Predictionmolecular representation | CodeCode Available | 1 |
| Unified 2D and 3D Pre-Training of Molecular Representations | Jul 14, 2022 | Graph GenerationMolecular Property Prediction | CodeCode Available | 1 |
| Does GNN Pretraining Help Molecular Representation? | Jul 13, 2022 | Drug Discoverymolecular representation | —Unverified | 0 |
| Graph-based Molecular Representation Learning | Jul 8, 2022 | Graph Learningmolecular representation | CodeCode Available | 1 |
| Hyperbolic Molecular Representation Learning for Drug Repositioning | Jul 6, 2022 | molecular representationRepresentation Learning | —Unverified | 0 |
| Pre-training Transformers for Molecular Property Prediction Using Reaction Prediction | Jul 6, 2022 | Drug DiscoveryMolecular Property Prediction | —Unverified | 0 |
| Molecular Geometry Pretraining with SE(3)-Invariant Denoising Distance Matching | Jun 27, 2022 | Denoisingmolecular representation | CodeCode Available | 1 |
| 3D Graph Contrastive Learning for Molecular Property Prediction | May 31, 2022 | Contrastive LearningMolecular Property Prediction | —Unverified | 0 |
| 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 |