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 451500 of 1337 papers

TitleStatusHype
Drug-Target Interaction/Affinity Prediction: Deep Learning Models and Advances Review0
Multilevel classification framework for breast cancer cell selection and its integration with advanced disease models0
LIDDIA: Language-based Intelligent Drug Discovery Agent0
FragFM: Hierarchical Framework for Efficient Molecule Generation via Fragment-Level Discrete Flow Matching0
Mol-LLaMA: Towards General Understanding of Molecules in Large Molecular Language Model0
From Abstract to Actionable: Pairwise Shapley Values for Explainable AICode0
UniMatch: Universal Matching from Atom to Task for Few-Shot Drug DiscoveryCode0
E2CB2former: Effecitve and Explainable Transformer for CB2 Receptor Ligand Activity Prediction0
Graph-structured Small Molecule Drug Discovery Through Deep Learning: Progress, Challenges, and Opportunities0
From large language models to multimodal AI: A scoping review on the potential of generative AI in medicine0
DiffEx: Explaining a Classifier with Diffusion Models to Identify Microscopic Cellular Variations0
Persistent Sheaf Laplacian Analysis of Protein FlexibilityCode0
NatureLM: Deciphering the Language of Nature for Scientific Discovery0
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural LanguageCode0
DiffNMR2: NMR Guided Sampling Acquisition Through Diffusion Model Uncertainty0
Artificial Intelligence Approaches for Anti-Addiction Drug Discovery0
Docking-Aware Attention: Dynamic Protein Representations through Molecular Context Integration0
Fast Direct: Query-Efficient Online Black-box Guidance for Diffusion-model Target GenerationCode0
Covering Multiple Objectives with a Small Set of Solutions Using Bayesian Optimization0
MolGraph-xLSTM: A graph-based dual-level xLSTM framework with multi-head mixture-of-experts for enhanced molecular representation and interpretability0
From Data to Action: Charting A Data-Driven Path to Combat Antimicrobial Resistance0
ReactEmbed: A Cross-Domain Framework for Protein-Molecule Representation Learning via Biochemical Reaction NetworksCode0
Perforated Backpropagation: A Neuroscience Inspired Extension to Artificial Neural NetworksCode0
BoKDiff: Best-of-K Diffusion Alignment for Target-Specific 3D Molecule GenerationCode0
Inductive-Associative Meta-learning Pipeline with Human Cognitive Patterns for Unseen Drug-Target Interaction PredictionCode0
GraPPI: A Retrieve-Divide-Solve GraphRAG Framework for Large-scale Protein-protein Interaction ExplorationCode0
Handling Missing Data in Downstream Tasks With Distribution-Preserving Guarantees0
LITE: Efficiently Estimating Gaussian Probability of MaximalityCode0
Hallucinations Can Improve Large Language Models in Drug Discovery0
Biomedical Knowledge Graph: A Survey of Domains, Tasks, and Real-World Applications0
Computational Protein Science in the Era of Large Language Models (LLMs)0
Similarity-Quantized Relative Difference Learning for Improved Molecular Activity Prediction0
Symmetry-Aware Generative Modeling through Learned Canonicalization0
Decoding Interpretable Logic Rules from Neural Networks0
AlgoRxplorers | Precision in Mutation: Enhancing Drug Design with Advanced Protein Stability Prediction Tools0
GenMol: A Drug Discovery Generalist with Discrete Diffusion0
Large Language Models for Bioinformatics0
Prediction of Binding Affinity for ErbB Inhibitors Using Deep Neural Network Model with Morgan Fingerprints as Features0
On the Adversarial Robustness of Benjamini Hochberg0
From thermodynamics to protein design: Diffusion models for biomolecule generation towards autonomous protein engineering0
Predicting Novel Functional Roles of Designed Small Biomolecules: An ML Approach Utilizing PubChem Compound and Substance Identifiers (CID-SID ML model)Code0
Multi-modal Contrastive Learning with Negative Sampling Calibration for Phenotypic Drug Discovery0
A Deep Subgrouping Framework for Precision Drug Repurposing via Emulating Clinical Trials on Real-world Patient Data0
BioTD: an online database of biotoxins0
AI Model for Predicting Binding Affinity of Antidiabetic Compounds Targeting PPAR0
De Novo Generation of Hit-like Molecules from Gene Expression Profiles via Deep LearningCode0
ViDTA: Enhanced Drug-Target Affinity Prediction via Virtual Graph Nodes and Attention-based Feature Fusion0
Learning Cross-Domain Representations for Transferable Drug Perturbations on Single-Cell Transcriptional ResponsesCode0
The Jungle of Generative Drug Discovery: Traps, Treasures, and Ways Out0
Learning Disentangled Equivariant Representation for Explicitly Controllable 3D Molecule Generation0
Show:102550
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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