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 251300 of 1337 papers

TitleStatusHype
LIMO: Latent Inceptionism for Targeted Molecule GenerationCode1
Deep Surrogate Docking: Accelerating Automated Drug Discovery with Graph Neural NetworksCode1
A hybrid quantum-classical fusion neural network to improve protein-ligand binding affinity predictions for drug discoveryCode1
Interpretable bilinear attention network with domain adaptation improves drug-target predictionCode1
Deep learning to generate in silico chemical property libraries and candidate molecules for small molecule identification in complex samplesCode1
Learning to Navigate in Synthetically Accessible Chemical Space Using Reinforcement LearningCode1
Oblique Decision Trees from Derivatives of ReLU NetworksCode1
MAMMAL -- Molecular Aligned Multi-Modal Architecture and LanguageCode1
Learning Over Molecular Conformer Ensembles: Datasets and BenchmarksCode1
Learning Harmonic Molecular Representations on Riemannian ManifoldCode1
Learning Neural Set Functions Under the Optimal Subset OracleCode1
Cross-Domain Few-Shot Learning by Representation FusionCode1
Large-scale ligand-based virtual screening for SARS-CoV-2 inhibitors using deep neural networksCode1
K-Paths: Reasoning over Graph Paths for Drug Repurposing and Drug Interaction PredictionCode1
Learning a Continuous Representation of 3D Molecular Structures with Deep Generative ModelsCode1
Learning Subpocket Prototypes for Generalizable Structure-based Drug DesignCode1
Coarse-to-Fine: a Hierarchical Diffusion Model for Molecule Generation in 3DCode1
Artificial Intelligence in Drug Discovery: Applications and TechniquesCode1
Learning Joint 2D & 3D Diffusion Models for Complete Molecule GenerationCode1
Contrastive Dual-Interaction Graph Neural Network for Molecular Property PredictionCode1
DeepGS: Deep Representation Learning of Graphs and Sequences for Drug-Target Binding Affinity PredictionCode1
DeepGG: a Deep Graph GeneratorCode1
Transition Path Sampling with Improved Off-Policy Training of Diffusion Path SamplersCode1
Class-Guided Image-to-Image Diffusion: Cell Painting from Brightfield Images with Class LabelsCode1
Junction Tree Variational Autoencoder for Molecular Graph GenerationCode1
Learning To Navigate The Synthetically Accessible Chemical Space Using Reinforcement LearningCode1
DeepProtein: Deep Learning Library and Benchmark for Protein Sequence LearningCode1
ChiENN: Embracing Molecular Chirality with Graph Neural NetworksCode1
Can Large Language Models Understand Molecules?Code1
ChemSpaceAL: An Efficient Active Learning Methodology Applied to Protein-Specific Molecular GenerationCode1
3M-Diffusion: Latent Multi-Modal Diffusion for Language-Guided Molecular Structure GenerationCode1
Lo-Hi: Practical ML Drug Discovery BenchmarkCode1
Comprehensive evaluation of deep and graph learning on drug-drug interactions predictionCode1
KinDEL: DNA-Encoded Library Dataset for Kinase InhibitorsCode1
DiffHopp: A Graph Diffusion Model for Novel Drug Design via Scaffold HoppingCode1
Context-enriched molecule representations improve few-shot drug discoveryCode1
3D Interaction Geometric Pre-training for Molecular Relational LearningCode1
DOCKSTRING: easy molecular docking yields better benchmarks for ligand designCode1
A Review of Biomedical Datasets Relating to Drug Discovery: A Knowledge Graph PerspectiveCode1
Large-Scale Chemical Language Representations Capture Molecular Structure and PropertiesCode1
DPPIN: A Biological Repository of Dynamic Protein-Protein Interaction Network DataCode1
Drug and Disease Interpretation Learning with Biomedical Entity Representation TransformerCode1
Context-Guided Diffusion for Out-of-Distribution Molecular and Protein DesignCode1
Conditional Diffusion Based on Discrete Graph Structures for Molecular Graph GenerationCode1
DrugCLIP: Contrastive Protein-Molecule Representation Learning for Virtual ScreeningCode1
Drug Discovery with Dynamic Goal-aware FragmentsCode1
Drug Discovery under Covariate Shift with Domain-Informed Prior Distributions over FunctionsCode1
FusionRetro: Molecule Representation Fusion via In-Context Learning for Retrosynthetic PlanningCode1
DrugGen: Advancing Drug Discovery with Large Language Models and Reinforcement Learning FeedbackCode1
AI-Bind: Improving Binding Predictions for Novel Protein Targets and LigandsCode1
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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