| Uni-Mol Docking V2: Towards Realistic and Accurate Binding Pose Prediction | May 20, 2024 | Drug DesignMolecular Docking | CodeCode Available | 5 |
| Test-Time Training Scaling Laws for Chemical Exploration in Drug Design | Jan 31, 2025 | Drug DesignDrug Discovery | CodeCode Available | 3 |
| CBGBench: Fill in the Blank of Protein-Molecule Complex Binding Graph | Jun 16, 2024 | Drug DesignFairness | CodeCode Available | 3 |
| Sequence-Augmented SE(3)-Flow Matching For Conditional Protein Backbone Generation | May 30, 2024 | DiversityDrug Design | CodeCode Available | 3 |
| ACEGEN: Reinforcement learning of generative chemical agents for drug discovery | May 7, 2024 | BenchmarkingDecision Making | CodeCode Available | 3 |
| DiffDock: Diffusion Steps, Twists, and Turns for Molecular Docking | Oct 4, 2022 | Blind DockingDrug Design | CodeCode Available | 3 |
| Piloting Structure-Based Drug Design via Modality-Specific Optimal Schedule | May 12, 2025 | Drug DesignScheduling | CodeCode Available | 2 |
| Compositional Flows for 3D Molecule and Synthesis Pathway Co-design | Apr 10, 2025 | Drug Design | CodeCode Available | 2 |
| NeuralPLexer3: Accurate Biomolecular Complex Structure Prediction with Flow Models | Dec 14, 2024 | BenchmarkingDrug Design | CodeCode Available | 2 |
| M^3-20M: A Large-Scale Multi-Modal Molecule Dataset for AI-driven Drug Design and Discovery | Dec 8, 2024 | Drug DesignMolecular Property Prediction | CodeCode Available | 2 |
| Empower Structure-Based Molecule Optimization with Gradient Guided Bayesian Flow Networks | Nov 20, 2024 | Bayesian InferenceDrug Design | CodeCode Available | 2 |
| Generative Flows on Synthetic Pathway for Drug Design | Oct 6, 2024 | Drug DesignDrug Discovery | CodeCode Available | 2 |
| Efficient Evolutionary Search Over Chemical Space with Large Language Models | Jun 23, 2024 | Drug DesignEvolutionary Algorithms | CodeCode Available | 2 |
| SynFlowNet: Design of Diverse and Novel Molecules with Synthesis Constraints | May 2, 2024 | DiversityDrug Design | CodeCode Available | 2 |
| Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges | Apr 24, 2024 | Drug DesignInductive Bias | CodeCode Available | 2 |
| MolCRAFT: Structure-Based Drug Design in Continuous Parameter Space | Apr 18, 2024 | Drug Design | CodeCode Available | 2 |
| PPFlow: Target-aware Peptide Design with Torsional Flow Matching | Mar 5, 2024 | Drug DesignDrug Discovery | CodeCode Available | 2 |
| DecompDiff: Diffusion Models with Decomposed Priors for Structure-Based Drug Design | Feb 26, 2024 | AvgDrug Design | CodeCode Available | 2 |
| A Survey of Generative AI for de novo Drug Design: New Frontiers in Molecule and Protein Generation | Feb 13, 2024 | Drug Design | CodeCode Available | 2 |
| Machine-learned molecular mechanics force field for the simulation of protein-ligand systems and beyond | Jul 13, 2023 | Drug DesignDrug Discovery | CodeCode Available | 2 |
| Functional-Group-Based Diffusion for Pocket-Specific Molecule Generation and Elaboration | May 30, 2023 | Drug Design | CodeCode Available | 2 |
| SILVR: Guided Diffusion for Molecule Generation | Apr 21, 2023 | Drug Design | CodeCode Available | 2 |
| 3D Equivariant Diffusion for Target-Aware Molecule Generation and Affinity Prediction | Mar 6, 2023 | Drug Design | CodeCode Available | 2 |
| Multi-modal Molecule Structure-text Model for Text-based Retrieval and Editing | Dec 21, 2022 | Contrastive LearningDrug Design | CodeCode Available | 2 |
| A Systematic Survey of Chemical Pre-trained Models | Oct 29, 2022 | Drug Designmolecular representation | CodeCode Available | 2 |
| Structure-based Drug Design with Equivariant Diffusion Models | Oct 24, 2022 | Drug DesignSpecificity | CodeCode Available | 2 |
| Pocket2Mol: Efficient Molecular Sampling Based on 3D Protein Pockets | May 15, 2022 | Drug DesignGraph Neural Network | CodeCode Available | 2 |
| A 3D Generative Model for Structure-Based Drug Design | Mar 20, 2022 | Drug Designvalid | CodeCode Available | 2 |
| Hopfield Networks is All You Need | Jul 16, 2020 | AllDrug Design | CodeCode Available | 2 |
| Multi-Objective Molecule Generation using Interpretable Substructures | Feb 8, 2020 | DiversityDrug Design | CodeCode Available | 2 |
| TABASCO: A Fast, Simplified Model for Molecular Generation with Improved Physical Quality | Jul 1, 2025 | Drug Design | CodeCode Available | 1 |
| CovDocker: Benchmarking Covalent Drug Design with Tasks, Datasets, and Solutions | Jun 26, 2025 | BenchmarkingDrug Design | CodeCode Available | 1 |
| Scalable and Cost-Efficient de Novo Template-Based Molecular Generation | Jun 10, 2025 | DiversityDrug Design | CodeCode Available | 1 |
| UniSite: The First Cross-Structure Dataset and Learning Framework for End-to-End Ligand Binding Site Detection | Jun 3, 2025 | Drug DesignPrediction | CodeCode Available | 1 |
| BioChemInsight: An Open-Source Toolkit for Automated Identification and Recognition of Optical Chemical Structures and Activity Data in Scientific Publications | Apr 12, 2025 | ArticlesDrug Design | CodeCode Available | 1 |
| Strain Problems got you in a Twist? Try StrainRelief: A Quantum-Accurate Tool for Ligand Strain Calculations | Mar 17, 2025 | Drug DesignDrug Discovery | CodeCode Available | 1 |
| Molecule Generation for Target Protein Binding with Hierarchical Consistency Diffusion Model | Mar 2, 2025 | Drug DesignDrug Discovery | CodeCode Available | 1 |
| 3DMolFormer: A Dual-channel Framework for Structure-based Drug Discovery | Feb 7, 2025 | Drug DesignDrug Discovery | CodeCode Available | 1 |
| Accurate Pocket Identification for Binding-Site-Agnostic Docking | Feb 4, 2025 | Blind DockingDrug Design | CodeCode Available | 1 |
| TFG-Flow: Training-free Guidance in Multimodal Generative Flow | Jan 24, 2025 | Drug Design | CodeCode Available | 1 |
| MOL-Mamba: Enhancing Molecular Representation with Structural & Electronic Insights | Dec 21, 2024 | Drug DesignMamba | CodeCode Available | 1 |
| Bayesian Flow Is All You Need to Sample Out-of-Distribution Chemical Spaces | Dec 16, 2024 | AllDrug Design | CodeCode Available | 1 |
| PepMNet: a hybrid deep learning model for predicting peptide properties using hierarchical graph representations | Dec 11, 2024 | Drug DesignProperty Prediction | CodeCode Available | 1 |
| DrugGen: Advancing Drug Discovery with Large Language Models and Reinforcement Learning Feedback | Nov 20, 2024 | Drug DesignDrug Discovery | CodeCode Available | 1 |
| GraphXForm: Graph transformer for computer-aided molecular design | Nov 3, 2024 | Drug DesignDrug Discovery | CodeCode Available | 1 |
| Long-context Protein Language Modeling Using Bidirectional Mamba with Shared Projection Layers | Oct 29, 2024 | Drug DesignLanguage Modeling | CodeCode Available | 1 |
| Reprogramming Pretrained Target-Specific Diffusion Models for Dual-Target Drug Design | Oct 28, 2024 | Drug Design | CodeCode Available | 1 |
| DeltaDock: A Unified Framework for Accurate, Efficient, and Physically Reliable Molecular Docking | Oct 15, 2024 | Blind DockingDrug Design | CodeCode Available | 1 |
| Multimodal Large Language Models for Inverse Molecular Design with Retrosynthetic Planning | Oct 5, 2024 | BenchmarkingDrug Design | CodeCode Available | 1 |
| Geometric Representation Condition Improves Equivariant Molecule Generation | Oct 4, 2024 | Drug Designscientific discovery | CodeCode Available | 1 |