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| Image-Like Graph Representations for Improved Molecular Property Prediction | Nov 20, 2021 | Graph Neural NetworkMolecular Property Prediction | —Unverified | 0 | 0 |
| Improving Performance Prediction of Electrolyte Formulations with Transformer-based Molecular Representation Model | Jun 28, 2024 | molecular representationProperty Prediction | —Unverified | 0 | 0 |
| Integrating Chemical Language and Molecular Graph in Multimodal Fused Deep Learning for Drug Property Prediction | Dec 29, 2023 | Deep LearningDrug Discovery | —Unverified | 0 | 0 |
| Knowledge-aware contrastive heterogeneous molecular graph learning | Feb 17, 2025 | BenchmarkingContrastive Learning | —Unverified | 0 | 0 |
| Knowledge-aware Contrastive Molecular Graph Learning | Mar 24, 2021 | Contrastive LearningDrug Discovery | —Unverified | 0 | 0 |
| Knowledge graph-enhanced molecular contrastive learning with functional prompt | May 4, 2023 | Contrastive LearningDrug Design | —Unverified | 0 | 0 |
| Learning multi-scale functional representations of proteins from single-cell microscopy data | May 24, 2022 | molecular representationRepresentation Learning | —Unverified | 0 | 0 |
| Generation of 3D Molecules in Pockets via Language Model | May 17, 2023 | 3D Molecule GenerationDrug Design | —Unverified | 0 | 0 |
| Mayer-homology learning prediction of protein-ligand binding affinities | Aug 23, 2024 | DescriptiveDrug Design | —Unverified | 0 | 0 |
| May the Force be with You: Unified Force-Centric Pre-Training for 3D Molecular Conformations | Aug 24, 2023 | Atomic ForcesDenoising | —Unverified | 0 | 0 |
| Meta-QSAR: a large-scale application of meta-learning to drug design and discovery | Sep 12, 2017 | BIG-bench Machine LearningDrug Design | —Unverified | 0 | 0 |
| Multilingual Molecular Representation Learning via Contrastive Pre-training | Sep 18, 2021 | Contrastive LearningLanguage Modeling | —Unverified | 0 | 0 |
| MolCAP: Molecular Chemical reActivity pretraining and prompted-finetuning enhanced molecular representation learning | Jun 13, 2023 | DiversityDrug Discovery | —Unverified | 0 | 0 |
| MolCPT: Molecule Continuous Prompt Tuning to Generalize Molecular Representation Learning | Dec 20, 2022 | Molecular Property Predictionmolecular representation | —Unverified | 0 | 0 |
| Molecular design method based on novel molecular representation and variational auto-encoder | Feb 20, 2023 | molecular representation | —Unverified | 0 | 0 |
| Molecular Joint Representation Learning via Multi-modal Information | Nov 25, 2022 | Drug DiscoveryGraph Neural Network | —Unverified | 0 | 0 |
| Molecular Property Prediction by Semantic-invariant Contrastive Learning | Mar 13, 2023 | Contrastive LearningDrug Design | —Unverified | 0 | 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 | 0 |
| Mol-PECO: a deep learning model to predict human olfactory perception from molecular structures | May 21, 2023 | molecular representationRetrieval | —Unverified | 0 | 0 |
| MultiModal-Learning for Predicting Molecular Properties: A Framework Based on Image and Graph Structures | Nov 28, 2023 | Drug DiscoveryGraph Neural Network | —Unverified | 0 | 0 |
| Multi-Modal Molecular Representation Learning via Structure Awareness | May 9, 2025 | Drug Discoverymolecular representation | —Unverified | 0 | 0 |
| Neural networks and kernel ridge regression for excited states dynamics of CH_2NH_2^+: From single-state to multi-state representations and multi-property machine learning models | Dec 18, 2019 | BIG-bench Machine Learningmolecular representation | —Unverified | 0 | 0 |
| Persistent Dirac for molecular representation | Feb 5, 2023 | Drug Designmolecular representation | —Unverified | 0 | 0 |
| PointGAT: A quantum chemical property prediction model integrating graph attention and 3D geometry | Oct 8, 2023 | 3D geometryComputational chemistry | —Unverified | 0 | 0 |