| An Equivariant Pretrained Transformer for Unified 3D Molecular Representation Learning | Feb 20, 2024 | DenoisingDrug Discovery | —Unverified | 0 |
| Revealing the Relationship Between Publication Bias and Chemical Reactivity with Contrastive Learning | Feb 19, 2024 | Contrastive Learningmolecular representation | —Unverified | 0 |
| Graph Multi-Similarity Learning for Molecular Property Prediction | Jan 31, 2024 | AttributeContrastive Learning | —Unverified | 0 |
| Accelerating Black-Box Molecular Property Optimization by Adaptively Learning Sparse Subspaces | Jan 2, 2024 | Bayesian Optimizationmolecular representation | —Unverified | 0 |
| Integrating Chemical Language and Molecular Graph in Multimodal Fused Deep Learning for Drug Property Prediction | Dec 29, 2023 | Deep LearningDrug Discovery | —Unverified | 0 |
| AdaMR: Adaptable Molecular Representation for Unified Pre-training Strategy | Dec 28, 2023 | AttributeMolecular Property Prediction | —Unverified | 0 |
| MotifPiece: A Data-Driven Approach for Effective Motif Extraction and Molecular Representation Learning | Dec 24, 2023 | molecular representationRepresentation Learning | CodeCode Available | 0 |
| MultiModal-Learning for Predicting Molecular Properties: A Framework Based on Image and Graph Structures | Nov 28, 2023 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| GlycoNMR: Dataset and benchmarks for NMR chemical shift prediction of carbohydrates with graph neural networks | Nov 28, 2023 | Drug Designmolecular representation | —Unverified | 0 |
| PointGAT: A quantum chemical property prediction model integrating graph attention and 3D geometry | Oct 8, 2023 | 3D geometryComputational chemistry | —Unverified | 0 |
| A Comprehensive Review of Generative AI in Healthcare | Oct 1, 2023 | DiagnosticDrug Design | —Unverified | 0 |
| PACIA: Parameter-Efficient Adapter for Few-Shot Molecular Property Prediction | Oct 1, 2023 | Few-Shot LearningGraph Neural Network | CodeCode Available | 0 |
| 3D-Mol: A Novel Contrastive Learning Framework for Molecular Property Prediction with 3D Information | Sep 28, 2023 | Contrastive LearningMolecular Property Prediction | —Unverified | 0 |
| 3D Denoisers are Good 2D Teachers: Molecular Pretraining via Denoising and Cross-Modal Distillation | Sep 8, 2023 | DenoisingKnowledge Distillation | —Unverified | 0 |
| Geometry-aware Line Graph Transformer Pre-training for Molecular Property Prediction | Sep 1, 2023 | 3D geometryMolecular Property Prediction | —Unverified | 0 |
| Synergistic Fusion of Graph and Transformer Features for Enhanced Molecular Property Prediction | Aug 25, 2023 | Drug DiscoveryMolecular Property Prediction | —Unverified | 0 |
| May the Force be with You: Unified Force-Centric Pre-Training for 3D Molecular Conformations | Aug 24, 2023 | Atomic ForcesDenoising | —Unverified | 0 |
| Multimodal Molecular Pretraining via Modality Blending | Jul 12, 2023 | Drug Discoverymolecular representation | —Unverified | 0 |
| Molecular geometric deep learning | Jun 22, 2023 | Deep LearningMolecular Property Prediction | CodeCode Available | 0 |
| MUBen: Benchmarking the Uncertainty of Molecular Representation Models | Jun 14, 2023 | BenchmarkingDrug Discovery | CodeCode Available | 0 |
| MolCAP: Molecular Chemical reActivity pretraining and prompted-finetuning enhanced molecular representation learning | Jun 13, 2023 | DiversityDrug Discovery | —Unverified | 0 |
| Bi-level Contrastive Learning for Knowledge-Enhanced Molecule Representations | Jun 2, 2023 | Contrastive LearningKnowledge Graphs | —Unverified | 0 |
| Atomic and Subgraph-aware Bilateral Aggregation for Molecular Representation Learning | May 22, 2023 | Molecular Property Predictionmolecular representation | —Unverified | 0 |
| Mol-PECO: a deep learning model to predict human olfactory perception from molecular structures | May 21, 2023 | molecular representationRetrieval | —Unverified | 0 |
| Generation of 3D Molecules in Pockets via Language Model | May 17, 2023 | 3D Molecule GenerationDrug Design | —Unverified | 0 |
| Evaluating the roughness of structure-property relationships using pretrained molecular representations | May 14, 2023 | molecular representationProperty Prediction | —Unverified | 0 |
| Knowledge graph-enhanced molecular contrastive learning with functional prompt | May 4, 2023 | Contrastive LearningDrug Design | —Unverified | 0 |
| HD-Bind: Encoding of Molecular Structure with Low Precision, Hyperdimensional Binary Representations | Mar 27, 2023 | Molecular DockingMolecular Property Prediction | —Unverified | 0 |
| Molecular Property Prediction by Semantic-invariant Contrastive Learning | Mar 13, 2023 | Contrastive LearningDrug Design | —Unverified | 0 |
| 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 |
| Task-Agnostic Graph Neural Network Evaluation via Adversarial Collaboration | Jan 27, 2023 | BenchmarkingGraph Classification | CodeCode Available | 0 |
| 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 |
| Molecular Joint Representation Learning via Multi-modal Information | Nov 25, 2022 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| BatmanNet: Bi-branch Masked Graph Transformer Autoencoder for Molecular Representation | Nov 25, 2022 | Drug DiscoveryMolecular Property Prediction | CodeCode Available | 0 |
| A 3D-Shape Similarity-based Contrastive Approach to Molecular Representation Learning | Nov 3, 2022 | Contrastive LearningMolecular Property Prediction | —Unverified | 0 |
| Substructure-Atom Cross Attention for Molecular Representation Learning | Oct 15, 2022 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| Uni-Mol: A Universal 3D Molecular Representation Learning Framework | Sep 8, 2022 | 3D geometry3D Geometry Prediction | CodeCode Available | 0 |
| Does GNN Pretraining Help Molecular Representation? | Jul 13, 2022 | Drug Discoverymolecular representation | —Unverified | 0 |
| 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 |
| 3D Graph Contrastive Learning for Molecular Property Prediction | May 31, 2022 | Contrastive LearningMolecular Property Prediction | —Unverified | 0 |
| Learning multi-scale functional representations of proteins from single-cell microscopy data | May 24, 2022 | molecular representationRepresentation Learning | —Unverified | 0 |
| Associative Learning Mechanism for Drug-Target Interaction Prediction | May 24, 2022 | molecular representationPrediction | —Unverified | 0 |
| Attention-wise masked graph contrastive learning for predicting molecular property | May 2, 2022 | Contrastive LearningGraph Attention | —Unverified | 0 |
| 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 |
| 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 |
| Multilingual Molecular Representation Learning via Contrastive Pre-training | Sep 18, 2021 | Contrastive LearningLanguage Modeling | —Unverified | 0 |