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 11011150 of 1337 papers

TitleStatusHype
Generative chemistry: drug discovery with deep learning generative models0
A Systematic Assessment of Deep Learning Models for Molecule GenerationCode0
Graph Polish: A Novel Graph Generation Paradigm for Molecular Optimization0
Deep Inverse Reinforcement Learning for Structural Evolution of Small MoleculesCode0
Few-shot link prediction via graph neural networks for Covid-19 drug-repurposingCode0
Visualizing Deep Graph Generative Models for Drug DiscoveryCode0
Energy-based View of Retrosynthesis0
Toward heterogeneous information fusion: bipartite graph convolutional networks for in silico drug repurposingCode1
BERT Learns (and Teaches) Chemistry0
Attention-guided Quality Assessment for Automated Cryo-EM Grid Screening0
GPU-Accelerated Drug Discovery with Docking on the Summit Supercomputer: Porting, Optimization, and Application to COVID-19 Research0
Efficient Conformal Prediction via Cascaded Inference with Expanded AdmissionCode1
Drug discovery with explainable artificial intelligence0
Transferable Multi-level Attention Neural Network for Accurate Prediction of Quantum Chemistry Properties via Multi-task Learning0
Deep Learning for Virtual Screening: Five Reasons to Use ROC Cost Functions0
Graph Prototypical Networks for Few-shot Learning on Attributed NetworksCode1
We Should at Least Be Able to Design Molecules That Dock WellCode1
A small molecule drug candidate targeting SARS-CoV-2 main protease0
MoFlow: An Invertible Flow Model for Generating Molecular GraphsCode1
Meta-Learning GNN Initializations for Low-Resource Molecular Property Prediction0
Hybrid Attentional Memory Network for Computational drug repositioning0
Optimal Transport Graph Neural NetworksCode1
DeepGG: a Deep Graph GeneratorCode1
Causal Network Models of SARS-CoV-2 Expression and Aging to Identify Candidates for Drug RepurposingCode1
Hierarchical, rotation-equivariant neural networks to select structural models of protein complexes0
SAveRUNNER: a network-based algorithm for drug repurposing and its application to COVID-190
Drug–target affinity prediction using graph neural network and contact mapsCode1
PaccMann^RL on SARS-CoV-2: Designing antiviral candidates with conditional generative modelsCode1
The prospects of quantum computing in computational molecular biology0
Recent progress in molecular simulation methods for drug binding kinetics0
Interpreting the Latent Space of GANs via Correlation Analysis for Controllable Concept Manipulation0
Uncertainty Quantification Using Neural Networks for Molecular Property PredictionCode1
A Minimal-Input Multilayer Perceptron for Predicting Drug-Drug Interactions Without Knowledge of Drug Structure0
TransformerCPI: improving compound–protein interaction prediction by sequence-based deep learning with self-attention mechanism and label reversal experimentsCode1
The challenges of deploying artificial intelligence models in a rapidly evolving pandemic0
Multi-View Graph Neural Networks for Molecular Property Prediction0
Improved Protein-ligand Binding Affinity Prediction with Structure-Based Deep Fusion InferenceCode1
Multi-View Self-Attention for Interpretable Drug-Target Interaction PredictionCode0
Learning To Navigate The Synthetically Accessible Chemical Space Using Reinforcement LearningCode1
MolTrans: Molecular Interaction Transformer for Drug Target Interaction PredictionCode1
DeepPurpose: a Deep Learning Library for Drug-Target Interaction PredictionCode2
Application of Information Spectrum Method on Small Molecules and Target Recognition0
Molecular docking and binding mode analysis of selected FDA approved drugs against COVID-19 selected key protein targets: An effort towards drug repurposing to identify the combination therapy to combat COVID-190
DeepSIBA: Chemical Structure-based Inference of Biological AlterationsCode0
DeepGS: Deep Representation Learning of Graphs and Sequences for Drug-Target Binding Affinity PredictionCode1
Application and Assessment of Deep Learning for the Generation of Potential NMDA Receptor Antagonists0
Autonomous discovery in the chemical sciences part I: Progress0
Towards Better Opioid Antagonists Using Deep Reinforcement Learning0
Large-scale ligand-based virtual screening for SARS-CoV-2 inhibitors using deep neural networksCode1
Site2Vec: a reference frame invariant algorithm for vector embedding of protein-ligand binding sites0
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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