| UAlign: Pushing the Limit of Template-free Retrosynthesis Prediction with Unsupervised SMILES Alignment | Mar 25, 2024 | Graph-to-Sequencemolecular representation | CodeCode Available | 1 |
| Contextual Molecule Representation Learning from Chemical Reaction Knowledge | Feb 21, 2024 | molecular representationRepresentation Learning | CodeCode Available | 0 |
| 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 |
| Hierarchical Structure Enhances the Convergence and Generalizability of Linear Molecular Representation | Feb 3, 2024 | molecular representation | CodeCode Available | 1 |
| Graph Multi-Similarity Learning for Molecular Property Prediction | Jan 31, 2024 | AttributeContrastive Learning | —Unverified | 0 |
| MolTailor: Tailoring Chemical Molecular Representation to Specific Tasks via Text Prompts | Jan 21, 2024 | Drug DiscoveryLanguage Modeling | CodeCode Available | 1 |
| Multi-Modal Representation Learning for Molecular Property Prediction: Sequence, Graph, Geometry | Jan 7, 2024 | Data AugmentationDrug Discovery | CodeCode Available | 2 |
| Can Large Language Models Understand Molecules? | Jan 5, 2024 | Drug DiscoveryLanguage Modelling | CodeCode Available | 1 |
| 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 |
| MolSets: Molecular Graph Deep Sets Learning for Mixture Property Modeling | Dec 27, 2023 | Graph Neural Networkmixture property prediction | CodeCode Available | 1 |
| MotifPiece: A Data-Driven Approach for Effective Motif Extraction and Molecular Representation Learning | Dec 24, 2023 | molecular representationRepresentation Learning | CodeCode Available | 0 |
| Predictive Chemistry Augmented with Text Retrieval | Dec 8, 2023 | molecular representationRetrieval | CodeCode Available | 1 |
| Improving Self-supervised Molecular Representation Learning using Persistent Homology | Nov 29, 2023 | Molecular Property Predictionmolecular representation | CodeCode Available | 1 |
| GlycoNMR: Dataset and benchmarks for NMR chemical shift prediction of carbohydrates with graph neural networks | Nov 28, 2023 | Drug Designmolecular representation | —Unverified | 0 |
| MultiModal-Learning for Predicting Molecular Properties: A Framework Based on Image and Graph Structures | Nov 28, 2023 | Drug DiscoveryGraph Neural Network | —Unverified | 0 |
| Multi-channel learning for integrating structural hierarchies into context-dependent molecular representation | Nov 5, 2023 | Drug DiscoveryMolecular Property Prediction | CodeCode Available | 1 |
| UniMAP: Universal SMILES-Graph Representation Learning | Oct 22, 2023 | Graph MatchingGraph Representation Learning | CodeCode Available | 1 |
| PointGAT: A quantum chemical property prediction model integrating graph attention and 3D geometry | Oct 8, 2023 | 3D geometryComputational chemistry | —Unverified | 0 |
| PACIA: Parameter-Efficient Adapter for Few-Shot Molecular Property Prediction | Oct 1, 2023 | Few-Shot LearningGraph Neural Network | CodeCode Available | 0 |
| A Comprehensive Review of Generative AI in Healthcare | Oct 1, 2023 | DiagnosticDrug Design | —Unverified | 0 |
| Learning Over Molecular Conformer Ensembles: Datasets and Benchmarks | Sep 29, 2023 | Drug DiscoveryEnsemble Learning | CodeCode Available | 1 |
| 3D-Mol: A Novel Contrastive Learning Framework for Molecular Property Prediction with 3D Information | Sep 28, 2023 | Contrastive LearningMolecular Property Prediction | —Unverified | 0 |
| Uncovering Neural Scaling Laws in Molecular Representation Learning | Sep 15, 2023 | molecular representationRepresentation Learning | CodeCode Available | 1 |
| 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 |
| GIT-Mol: A Multi-modal Large Language Model for Molecular Science with Graph, Image, and Text | Aug 14, 2023 | Drug DiscoveryImage Captioning | CodeCode Available | 1 |
| Fractional Denoising for 3D Molecular Pre-training | Jul 20, 2023 | DenoisingDrug Discovery | CodeCode Available | 1 |
| 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 |
| Comprehensive evaluation of deep and graph learning on drug-drug interactions prediction | Jun 8, 2023 | Drug DiscoveryGraph Learning | CodeCode Available | 1 |
| 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 |
| Molecule-Morphology Contrastive Pretraining for Transferable Molecular Representation | Apr 27, 2023 | Molecular Property Predictionmolecular representation | CodeCode Available | 1 |
| Uni-QSAR: an Auto-ML Tool for Molecular Property Prediction | Apr 24, 2023 | Drug DiscoveryModel Selection | CodeCode Available | 3 |
| SELFormer: Molecular Representation Learning via SELFIES Language Models | Apr 10, 2023 | Dimensionality ReductionDrug Discovery | CodeCode Available | 1 |
| InstructBio: A Large-scale Semi-supervised Learning Paradigm for Biochemical Problems | Apr 8, 2023 | molecular representationRepresentation Learning | CodeCode Available | 1 |
| HD-Bind: Encoding of Molecular Structure with Low Precision, Hyperdimensional Binary Representations | Mar 27, 2023 | Molecular DockingMolecular Property Prediction | —Unverified | 0 |
| Learning Harmonic Molecular Representations on Riemannian Manifold | Mar 27, 2023 | Drug Discoverymolecular representation | CodeCode Available | 1 |
| Molecular Property Prediction by Semantic-invariant Contrastive Learning | Mar 13, 2023 | Contrastive LearningDrug Design | —Unverified | 0 |