| Few-Shot Graph Learning for Molecular Property Prediction | Feb 16, 2021 | AttributeDrug Discovery | CodeCode Available | 1 |
| Molecular representation learning with language models and domain-relevant auxiliary tasks | Nov 26, 2020 | Drug Discoverymolecular representation | CodeCode Available | 1 |
| TrimNet: learning molecular representation from triplet messages for biomedicine | Nov 4, 2020 | Drug DiscoveryMolecular Property Prediction | CodeCode Available | 1 |
| ChemBERTa: Large-Scale Self-Supervised Pretraining for Molecular Property Prediction | Oct 19, 2020 | Molecular Property Predictionmolecular representation | CodeCode Available | 1 |
| Self-Supervised Graph Transformer on Large-Scale Molecular Data | Jun 18, 2020 | Drug DesignMolecular Property Prediction | CodeCode Available | 1 |
| MolTrans: Molecular Interaction Transformer for Drug Target Interaction Prediction | Apr 23, 2020 | Drug Discoverymolecular representation | CodeCode Available | 1 |
| Self-Referencing Embedded Strings (SELFIES): A 100% robust molecular string representation | May 31, 2019 | molecular representationvalid | CodeCode Available | 1 |
| Molecular Machine Learning Using Euler Characteristic Transforms | Jul 4, 2025 | molecular representationRepresentation Learning | CodeCode Available | 0 |
| TRIDENT: Tri-Modal Molecular Representation Learning with Taxonomic Annotations and Local Correspondence | Jun 26, 2025 | Molecular Property Predictionmolecular representation | —Unverified | 0 |
| GeoRecon: Graph-Level Representation Learning for 3D Molecules via Reconstruction-Based Pretraining | Jun 16, 2025 | DenoisingLanguage Modeling | —Unverified | 0 |
| AdaptMol: Adaptive Fusion from Sequence String to Topological Structure for Few-shot Drug Discovery | May 17, 2025 | Drug DiscoveryFew-Shot Learning | —Unverified | 0 |
| 2DNMRGym: An Annotated Experimental Dataset for Atom-Level Molecular Representation Learning in 2D NMR via Surrogate Supervision | May 16, 2025 | molecular representationRepresentation Learning | CodeCode Available | 0 |
| Pure Component Property Estimation Framework Using Explainable Machine Learning Methods | May 14, 2025 | molecular representationProperty Prediction | —Unverified | 0 |
| Multi-Modal Molecular Representation Learning via Structure Awareness | May 9, 2025 | Drug Discoverymolecular representation | —Unverified | 0 |
| BOOM: Benchmarking Out-Of-distribution Molecular Property Predictions of Machine Learning Models | May 3, 2025 | BenchmarkingHyperparameter Optimization | —Unverified | 0 |
| Synergistic Benefits of Joint Molecule Generation and Property Prediction | Apr 23, 2025 | Drug Designmolecular representation | —Unverified | 0 |
| UniMatch: Universal Matching from Atom to Task for Few-Shot Drug Discovery | Feb 18, 2025 | Drug DiscoveryFew-Shot Learning | CodeCode Available | 0 |
| Knowledge-aware contrastive heterogeneous molecular graph learning | Feb 17, 2025 | BenchmarkingContrastive Learning | —Unverified | 0 |
| FragmentNet: Adaptive Graph Fragmentation for Graph-to-Sequence Molecular Representation Learning | Feb 3, 2025 | Graph-to-SequenceMolecular Property Prediction | —Unverified | 0 |
| MolGraph-xLSTM: A graph-based dual-level xLSTM framework with multi-head mixture-of-experts for enhanced molecular representation and interpretability | Jan 30, 2025 | Drug DiscoveryMixture-of-Experts | —Unverified | 0 |
| Can Molecular Evolution Mechanism Enhance Molecular Representation? | Jan 27, 2025 | Molecular Property Predictionmolecular representation | —Unverified | 0 |
| Representation of Molecules via Algebraic Data Types : Advancing Beyond SMILES & SELFIES | Jan 23, 2025 | molecular representationProbabilistic Programming | —Unverified | 0 |
| GenMol: A Drug Discovery Generalist with Discrete Diffusion | Jan 10, 2025 | Computational EfficiencyDrug Discovery | —Unverified | 0 |
| SMI-Editor: Edit-based SMILES Language Model with Fragment-level Supervision | Dec 7, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Tokenizing 3D Molecule Structure with Quantized Spherical Coordinates | Dec 2, 2024 | molecular representationProperty Prediction | —Unverified | 0 |
| BAPULM: Binding Affinity Prediction using Language Models | Nov 6, 2024 | Drug Discoverymolecular representation | CodeCode Available | 0 |
| Chemical Language Model Linker: blending text and molecules with modular adapters | Oct 26, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| MolMix: A Simple Yet Effective Baseline for Multimodal Molecular Representation Learning | Oct 10, 2024 | molecular representationRepresentation Learning | CodeCode Available | 0 |
| E3STO: Orbital Inspired SE(3)-Equivariant Molecular Representation for Electron Density Prediction | Oct 8, 2024 | molecular representationPrediction | —Unverified | 0 |
| FARM: Functional Group-Aware Representations for Small Molecules | Oct 2, 2024 | Contrastive LearningDrug Discovery | —Unverified | 0 |
| FineMolTex: Towards Fine-grained Molecular Graph-Text Pre-training | Sep 21, 2024 | Drug Discoverymolecular representation | —Unverified | 0 |
| Smirk: An Atomically Complete Tokenizer for Molecular Foundation Models | Sep 19, 2024 | DiversityMolecular Property Prediction | —Unverified | 0 |
| Molecular Graph Representation Learning via Structural Similarity Information | Sep 13, 2024 | Graph Representation Learningmolecular representation | CodeCode Available | 0 |
| Mayer-homology learning prediction of protein-ligand binding affinities | Aug 23, 2024 | DescriptiveDrug Design | —Unverified | 0 |
| Active Learning of Molecular Data for Task-Specific Objectives | Aug 20, 2024 | Active LearningGaussian Processes | CodeCode Available | 0 |
| Advancing Molecular Machine Learning Representations with Stereoelectronics-Infused Molecular Graphs | Aug 8, 2024 | Graph Neural NetworkMolecular Property Prediction | —Unverified | 0 |
| GNN-SKAN: Harnessing the Power of SwallowKAN to Advance Molecular Representation Learning with GNNs | Aug 2, 2024 | Computational EfficiencyDrug Design | —Unverified | 0 |
| Technical report: Improving the properties of molecules generated by LIMO | Jul 20, 2024 | Decodermolecular representation | —Unverified | 0 |
| Improving Performance Prediction of Electrolyte Formulations with Transformer-based Molecular Representation Model | Jun 28, 2024 | molecular representationProperty Prediction | —Unverified | 0 |
| Learning Multi-view Molecular Representations with Structured and Unstructured Knowledge | Jun 14, 2024 | Knowledge GraphsMolecular Property Prediction | CodeCode Available | 0 |
| MoleculeCLA: Rethinking Molecular Benchmark via Computational Ligand-Target Binding Analysis | Jun 13, 2024 | Drug DiscoveryMolecular Property Prediction | CodeCode Available | 0 |
| Adapting Differential Molecular Representation with Hierarchical Prompts for Multi-label Property Prediction | May 29, 2024 | Drug Discoverymolecular representation | CodeCode Available | 0 |
| SE3Set: Harnessing equivariant hypergraph neural networks for molecular representation learning | May 26, 2024 | Computational chemistrymolecular representation | CodeCode Available | 0 |
| Explainable Molecular Property Prediction: Aligning Chemical Concepts with Predictions via Language Models | May 25, 2024 | Drug DiscoveryMolecular Property Prediction | —Unverified | 0 |
| UniCorn: A Unified Contrastive Learning Approach for Multi-view Molecular Representation Learning | May 15, 2024 | Contrastive LearningDenoising | —Unverified | 0 |
| DrugLLM: Open Large Language Model for Few-shot Molecule Generation | May 7, 2024 | Drug DesignDrug Discovery | —Unverified | 0 |
| The Role of Model Architecture and Scale in Predicting Molecular Properties: Insights from Fine-Tuning RoBERTa, BART, and LLaMA | May 2, 2024 | BenchmarkingDrug Discovery | CodeCode Available | 0 |
| HiGraphDTI: Hierarchical Graph Representation Learning for Drug-Target Interaction Prediction | Apr 16, 2024 | Graph Representation Learningmolecular representation | —Unverified | 0 |
| Active Causal Learning for Decoding Chemical Complexities with Targeted Interventions | Apr 5, 2024 | Active Learningmolecular representation | —Unverified | 0 |
| Contextual Molecule Representation Learning from Chemical Reaction Knowledge | Feb 21, 2024 | molecular representationRepresentation Learning | CodeCode Available | 0 |