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 12511300 of 1337 papers

TitleStatusHype
Drug cell line interaction predictionCode0
An Integrated Transfer Learning and Multitask Learning Approach for Pharmacokinetic Parameter Prediction0
A Bandit Approach to Sequential Experimental Design with False Discovery Control0
Efficient nonmyopic batch active search0
Corresponding Projections for Orphan ScreeningCode0
Molecular Sets (MOSES): A Benchmarking Platform for Molecular Generation ModelsCode0
DEFactor: Differentiable Edge Factorization-based Probabilistic Graph Generation0
KekuleScope: prediction of cancer cell line sensitivity and compound potency using convolutional neural networks trained on compound imagesCode0
Efficient nonmyopic active search with applications in drug and materials discovery0
Semi-supervised Ensemble Learning with Weak Supervision for Biomedical Relationship ExtractionCode0
CheMixNet: Mixed DNN Architectures for Predicting Chemical Properties using Multiple Molecular RepresentationsCode0
DeepConv-DTI: Prediction of drug-target interactions via deep learning with convolution on protein sequences0
ChemBoost: A chemical language based approach for protein-ligand binding affinity predictionCode0
Independent Vector Analysis for Data Fusion Prior to Molecular Property Prediction with Machine LearningCode0
Simulations meet Machine Learning in Structural Biology0
Deep Confidence: A Computationally Efficient Framework for Calculating Reliable Errors for Deep Neural Networks0
Powerful, transferable representations for molecules through intelligent task selection in deep multitask networks0
A Bandit Approach to Multiple Testing with False Discovery Control0
Latent Molecular Optimization for Targeted Therapeutic Design0
Computational modeling approaches in gonadotropin signaling0
Improving Chemical Autoencoder Latent Space and Molecular De novo Generation Diversity with Heteroencoders0
DeepAffinity: Interpretable Deep Learning of Compound-Protein Affinity through Unified Recurrent and Convolutional Neural NetworksCode0
ToxicBlend: Virtual Screening of Toxic Compounds with Ensemble Predictors0
DG-GL: Differential geometry based geometric learning of molecular datasets0
Weighted Tanimoto Coefficient for 3D Molecule Structure Similarity Measurement0
Neural Message Passing with Edge Updates for Predicting Properties of Molecules and MaterialsCode0
Efficient and Scalable Batch Bayesian Optimization Using K-Means0
Weakly Supervised Learning of Single-Cell Feature Embeddings0
Deeply learning molecular structure-property relationships using attention- and gate-augmented graph convolutional networkCode0
Cancer Research UK Drug Discovery Process Mining0
Accelerating Prototype-Based Drug Discovery using Conditional Diversity NetworksCode0
Conformal Prediction in Learning Under Privileged Information Paradigm with Applications in Drug Discovery0
Fréchet ChemNet Distance: A metric for generative models for molecules in drug discoveryCode0
Chemi-net: a graph convolutional network for accurate drug property prediction0
PotentialNet for Molecular Property Prediction0
Exploring Deep Recurrent Models with Reinforcement Learning for Molecule Design0
In silico generation of novel, drug-like chemical matter using the LSTM neural network0
Development and evaluation of a deep learning model for protein-ligand binding affinity predictionCode0
A machine learning approach to drug repositioning based on drug expression profiles: Applications to schizophrenia and depression/anxiety disorders0
DeepIso: A Deep Learning Model for Peptide Feature Detection0
Protein Interface Prediction using Graph Convolutional NetworksCode0
A Supervised STDP-based Training Algorithm for Living Neural Networks0
Ligand Pose Optimization with Atomic Grid-Based Convolutional Neural NetworksCode0
Hierarchical modeling of molecular energies using a deep neural network0
Bayesian Multi Plate High Throughput Screening of Compounds0
Learning Graph-Level Representation for Drug DiscoveryCode0
ChemGAN challenge for drug discovery: can AI reproduce natural chemical diversity?Code0
Neighborhood-Based Label Propagation in Large Protein Graphs0
Protecting Genomic Privacy by a Sequence-Similarity Based Obfuscation Method0
Efficient Nonmyopic Active Search0
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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