SOTAVerified

Drug Discovery

Drug discovery is the task of applying machine learning to discover new candidate drugs.

( Image credit: A Turing Test for Molecular Generators )

Papers

Showing 51100 of 1337 papers

TitleStatusHype
ET-Flow: Equivariant Flow-Matching for Molecular Conformer GenerationCode2
Multi-Objective Molecule Generation using Interpretable SubstructuresCode2
Equivariant 3D-Conditional Diffusion Models for Molecular Linker DesignCode2
Multi-Modal Representation Learning for Molecular Property Prediction: Sequence, Graph, GeometryCode2
FABind+: Enhancing Molecular Docking through Improved Pocket Prediction and Pose GenerationCode2
GFT: Graph Foundation Model with Transferable Tree VocabularyCode2
ChemCrow: Augmenting large-language models with chemistry toolsCode2
Generative Flows on Synthetic Pathway for Drug DesignCode2
Generative Artificial Intelligence for Navigating Synthesizable Chemical SpaceCode2
Multi-modal Molecule Structure-text Model for Text-based Retrieval and EditingCode2
A hybrid quantum-classical fusion neural network to improve protein-ligand binding affinity predictions for drug discoveryCode1
Drug–target affinity prediction using graph neural network and contact mapsCode1
DTIAM: A unified framework for predicting drug-target interactions, binding affinities and activation/inhibition mechanismsCode1
A Group Symmetric Stochastic Differential Equation Model for Molecule Multi-modal PretrainingCode1
ChemSpaceAL: An Efficient Active Learning Methodology Applied to Protein-Specific Molecular GenerationCode1
DrugPilot: LLM-based Parameterized Reasoning Agent for Drug DiscoveryCode1
EDBench: Large-Scale Electron Density Data for Molecular ModelingCode1
Drug Discovery under Covariate Shift with Domain-Informed Prior Distributions over FunctionsCode1
Drug Discovery with Dynamic Goal-aware FragmentsCode1
Agentomics-ML: Autonomous Machine Learning Experimentation Agent for Genomic and Transcriptomic DataCode1
ChiENN: Embracing Molecular Chirality with Graph Neural NetworksCode1
DrugCLIP: Contrastive Protein-Molecule Representation Learning for Virtual ScreeningCode1
DrugGen: Advancing Drug Discovery with Large Language Models and Reinforcement Learning FeedbackCode1
EGR: Equivariant Graph Refinement and Assessment of 3D Protein Complex StructuresCode1
Large-Scale Chemical Language Representations Capture Molecular Structure and PropertiesCode1
Achieving Robustness to Aleatoric Uncertainty with Heteroscedastic Bayesian OptimisationCode1
DPPIN: A Biological Repository of Dynamic Protein-Protein Interaction Network DataCode1
ChatGPT-powered Conversational Drug Editing Using Retrieval and Domain FeedbackCode1
Cell Morphology-Guided Small Molecule Generation with GFlowNetsCode1
DOCKSTRING: easy molecular docking yields better benchmarks for ligand designCode1
Drug and Disease Interpretation Learning with Biomedical Entity Representation TransformerCode1
CardioGenAI: A Machine Learning-Based Framework for Re-Engineering Drugs for Reduced hERG LiabilityCode1
An Improved Metric and Benchmark for Assessing the Performance of Virtual Screening ModelsCode1
CausalBench: A Large-scale Benchmark for Network Inference from Single-cell Perturbation DataCode1
C5T5: Controllable Generation of Organic Molecules with TransformersCode1
An efficient graph generative model for navigating ultra-large combinatorial synthesis librariesCode1
Can LLMs Convert Graphs to Text-Attributed Graphs?Code1
Class-Guided Image-to-Image Diffusion: Cell Painting from Brightfield Images with Class LabelsCode1
DrugAssist: A Large Language Model for Molecule OptimizationCode1
Empowering Graph Representation Learning with Test-Time Graph TransformationCode1
An effective self-supervised framework for learning expressive molecular global representations to drug discoveryCode1
Bio-xLSTM: Generative modeling, representation and in-context learning of biological and chemical sequencesCode1
DiffHopp: A Graph Diffusion Model for Novel Drug Design via Scaffold HoppingCode1
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language AssociationsCode1
Accurate ADMET Prediction with XGBoostCode1
3DMolFormer: A Dual-channel Framework for Structure-based Drug DiscoveryCode1
Deep Surrogate Docking: Accelerating Automated Drug Discovery with Graph Neural NetworksCode1
Causal Network Models of SARS-CoV-2 Expression and Aging to Identify Candidates for Drug RepurposingCode1
BioChemInsight: An Open-Source Toolkit for Automated Identification and Recognition of Optical Chemical Structures and Activity Data in Scientific PublicationsCode1
An adaptive graph learning method for automated molecular interactions and properties predictionsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Molecular Graph ConvolutionsError ratio2.59Unverified
2Gated Graph Sequence NNError ratio1.36Unverified
3MPNNsError ratio0.68Unverified
4DeepMoleNetError ratio0.53Unverified
5DimeNetError ratio0.44Unverified
6PaiNNError ratio0.41Unverified
7DimeNet++Error ratio0.41Unverified
8ComENetError ratio0.4Unverified
9SphereNetError ratio0.39Unverified
10MXMNetError ratio0.38Unverified
#ModelMetricClaimedVerifiedStatus
1elEmBERT-V1AUC0.96Unverified
2TrimNet + Perforated BackpropagationAUC0.89Unverified
3SSVAE with multiple SMILESAUC0.87Unverified
4Ensemble predictorAUC0.86Unverified
5TrimNetAUC0.86Unverified
6GraphConv + dummy super nodeAUC0.85Unverified
7GraphConvAUC0.85Unverified
8SNN (SELU Network)AUC0.85Unverified
9ContextPredAUC0.78Unverified
10GIT-Mol(G+S)AUC0.76Unverified
#ModelMetricClaimedVerifiedStatus
1TrimNetAUC0.88Unverified
2Ensemble locally constant networkAUC0.87Unverified
3ProtoW-L2AUC0.87Unverified
4elEmBERT-V1AUC0.86Unverified
5ContextPredAUC0.85Unverified
6GIT-Mol(G+S)AUC0.81Unverified
#ModelMetricClaimedVerifiedStatus
1GraphConv + dummy super node + focal lossAUC0.85Unverified
2GraphConvAUC0.82Unverified
3TrimNetAUC0.8Unverified
4ContextPredAUC0.8Unverified
5RNN-DFSAUC0.63Unverified
#ModelMetricClaimedVerifiedStatus
1TrimNetAUC0.85Unverified
2GraphConv + dummy super nodeAUC0.85Unverified
3GraphConvAUC0.84Unverified
4ContextPredAUC0.81Unverified
5RNN-DFSAUC0.65Unverified
#ModelMetricClaimedVerifiedStatus
1TrimNetAUC0.78Unverified
2GraphConv + dummy super nodeAUC0.77Unverified
3GraphConvAUC0.75Unverified
4GIT-Mol(G+S)AUC0.67Unverified
5ContextPredAUC0.66Unverified
#ModelMetricClaimedVerifiedStatus
1ProtoW-L2AUC0.92Unverified
2elEmBERT-V1AUC0.91Unverified
3GIT-Mol(G+S)AUC0.74Unverified
4ContextPredAUC0.69Unverified
#ModelMetricClaimedVerifiedStatus
1AttentionSiteDTIAUC0.97Unverified
2GLAMAUC0.95Unverified
3TransformerCPIAUC0.94Unverified
4DGraphDTAAUC0.92Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTMAUC0.97Unverified
2TrimNetAUC0.95Unverified
3GIT-Mol(G+S)AUC0.88Unverified
4ContextPredAUC0.73Unverified
#ModelMetricClaimedVerifiedStatus
1SMT-DTACI0.89Unverified
2DeepPurposeCI0.88Unverified
3DeepDTACI0.87Unverified
4GraphDTACI0.86Unverified
#ModelMetricClaimedVerifiedStatus
1SMT-DTACI0.89Unverified
2DeepPurposeCI0.87Unverified
3DeepDTACI0.86Unverified
4GraphDTACI0.86Unverified
#ModelMetricClaimedVerifiedStatus
1EGT+TGT-At-DPAUC0.81Unverified
2GLAMAUC0.76Unverified
3TransformerCPIAUC0.69Unverified
4DGraphDTAAUC0.68Unverified
#ModelMetricClaimedVerifiedStatus
1EGT+TGT-At-DPAUC0.75Unverified
2GLAMAUC0.71Unverified
3TransformerCPIAUC0.65Unverified
4DGraphDTAAUC0.63Unverified
#ModelMetricClaimedVerifiedStatus
1EGT+TGT-At-DPAUC0.74Unverified
2GLAMAUC0.73Unverified
3TransformerCPIAUC0.68Unverified
4DGraphDTAAUC0.67Unverified
#ModelMetricClaimedVerifiedStatus
1elEmBERT-V1AUC0.78Unverified
2Ensemble locally constant networksAUC0.69Unverified
3GIT-Mol(G+S)AUC0.63Unverified
4ContextPredAUC0.63Unverified
#ModelMetricClaimedVerifiedStatus
1GLAMAUC0.67Unverified
2TransformerCPIAUC0.62Unverified
3DGraphDTAAUC0.61Unverified
#ModelMetricClaimedVerifiedStatus
1DeepDTAPearson Correlation0.85Unverified
2DeepAffinityPearson Correlation0.84Unverified
#ModelMetricClaimedVerifiedStatus
1GraphConv + dummy super nodeAUC0.87Unverified
2GraphConvAUC0.86Unverified
#ModelMetricClaimedVerifiedStatus
1GLAMAUC0.89Unverified
#ModelMetricClaimedVerifiedStatus
1GLAMAUC0.93Unverified
#ModelMetricClaimedVerifiedStatus
1HierG2GDiversity0.19Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-input Neural network with AttentionAUC0.91Unverified
#ModelMetricClaimedVerifiedStatus
1GLAMRMSE0.59Unverified
#ModelMetricClaimedVerifiedStatus
1GLAMRMSE1.32Unverified
#ModelMetricClaimedVerifiedStatus
1GLAMRMSE0.6Unverified
#ModelMetricClaimedVerifiedStatus
1Ensemble locally constant networksRMSE1.22Unverified
#ModelMetricClaimedVerifiedStatus
1HierG2GDiversity0.48Unverified
#ModelMetricClaimedVerifiedStatus
1GLAMAUC0.74Unverified