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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 351400 of 1337 papers

TitleStatusHype
Towards Evolutionary-based Automated Machine Learning for Small Molecule Pharmacokinetic Prediction0
Barlow Twins Deep Neural Network for Advanced 1D Drug-Target Interaction PredictionCode1
Quantum Long Short-Term Memory for Drug Discovery0
Hashing based Contrastive Learning for Virtual Screening0
Generative artificial intelligence in dentistry: Current approaches and future challenges0
Exploiting Pre-trained Models for Drug Target Affinity Prediction with Nearest Neighbors0
Achieving Well-Informed Decision-Making in Drug Discovery: A Comprehensive Calibration Study using Neural Network-Based Structure-Activity ModelsCode0
Directly Optimizing for Synthesizability in Generative Molecular Design using Retrosynthesis ModelsCode0
A Hitchhiker's Guide to Deep Chemical Language Processing for Bioactivity Prediction0
Boosting drug-disease association prediction for drug repositioning via dual-feature extraction and cross-dual-domain decoding0
Context-Guided Diffusion for Out-of-Distribution Molecular and Protein DesignCode1
Repurformer: Transformers for Repurposing-Aware Molecule Generation0
On Machine Learning Approaches for Protein-Ligand Binding Affinity Prediction0
GraphPrint: Extracting Features from 3D Protein Structure for Drug Target Affinity Prediction0
Pre-training with Fractional Denoising to Enhance Molecular Property Prediction0
Vision Language Model is NOT All You Need: Augmentation Strategies for Molecule Language ModelsCode1
A deep graph model for the signed interaction prediction in biological network0
Token-Mol 1.0: Tokenized drug design with large language model0
Accelerating Drug Safety Assessment using Bidirectional-LSTM for SMILES DataCode0
Data-centric challenges with the application and adoption of artificial intelligence for drug discovery0
Benchmark on Drug Target Interaction Modeling from a Structure PerspectiveCode1
NEBULA: Neural Empirical Bayes Under Latent Representations for Efficient and Controllable Design of Molecular LibrariesCode0
Reinforcement Learning for Sequence Design Leveraging Protein Language Models0
Leveraging Latent Evolutionary Optimization for Targeted Molecule Generation0
AI-driven Alternative Medicine: A Novel Approach to Drug Discovery and Repurposing0
YZS-model: A Predictive Model for Organic Drug Solubility Based on Graph Convolutional Networks and Transformer-AttentionCode0
Enabling Regional Explainability by Automatic and Model-agnostic Rule Extraction0
A Comprehensive Review of Emerging Approaches in Machine Learning for De Novo PROTAC Design0
^2DFT: A Universal Quantum Chemistry Dataset of Drug-Like Molecules and a Benchmark for Neural Network PotentialsCode3
AntibodyFlow: Normalizing Flow Model for Designing Antibody Complementarity-Determining Regions0
MolecularGPT: Open Large Language Model (LLM) for Few-Shot Molecular Property PredictionCode1
Geometric-informed GFlowNets for Structure-Based Drug Design0
Automatically Labeling $200B Life-Saving Datasets: A Large Clinical Trial Outcome Benchmark0
MoleculeCLA: Rethinking Molecular Benchmark via Computational Ligand-Target Binding AnalysisCode0
Human-level molecular optimization driven by mol-gene evolution0
From Theory to Therapy: Reframing SBDD Model Evaluation via Practical MetricsCode0
Scoreformer: A Surrogate Model For Large-Scale Prediction of Docking Scores0
MOTIVE: A Drug-Target Interaction Graph For Inductive Link PredictionCode1
Entropy-Reinforced Planning with Large Language Models for Drug DiscoveryCode0
D-GRIL: End-to-End Topological Learning with 2-parameter PersistenceCode0
Tx-LLM: A Large Language Model for Therapeutics0
An Open and Large-Scale Dataset for Multi-Modal Climate Change-aware Crop Yield PredictionsCode1
Graph-Based Bidirectional Transformer Decision Threshold Adjustment Algorithm for Class-Imbalanced Molecular Data0
Smiles2Dock: an open large-scale multi-task dataset for ML-based molecular dockingCode1
Diffusion Models in De Novo Drug Design0
GENIE: Watermarking Graph Neural Networks for Link Prediction0
Benchmarking AlphaFold3's protein-protein complex accuracy and machine learning prediction reliability for binding free energy changes upon mutation0
BEACON: A Bayesian Optimization Strategy for Novelty Search in Expensive Black-Box Systems0
Hyperbolic Benchmarking Unveils Network Topology-Feature Relationship in GNN PerformanceCode0
Preference Optimization for Molecule Synthesis with Conditional Residual Energy-based ModelsCode0
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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