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 401450 of 1337 papers

TitleStatusHype
MoFormer: Multi-objective Antimicrobial Peptide Generation Based on Conditional Transformer Joint Multi-modal Fusion Descriptor0
FusionDTI: Fine-grained Binding Discovery with Token-level Fusion for Drug-Target InteractionCode1
TAGMol: Target-Aware Gradient-guided Molecule GenerationCode1
Deep asymmetric mixture model for unsupervised cell segmentation0
Scaffold Splits Overestimate Virtual Screening Performance0
Full-Atom Peptide Design based on Multi-modal Flow MatchingCode2
Transition Path Sampling with Improved Off-Policy Training of Diffusion Path SamplersCode1
Adapting Differential Molecular Representation with Hierarchical Prompts for Multi-label Property PredictionCode0
UniIF: Unified Molecule Inverse Folding0
Multi-level Interaction Modeling for Protein Mutational Effect Prediction0
Saturn: Sample-efficient Generative Molecular Design using Memory ManipulationCode2
BInD: Bond and Interaction-generating Diffusion Model for Multi-objective Structure-based Drug DesignCode1
Explainable Molecular Property Prediction: Aligning Chemical Concepts with Predictions via Language Models0
PILOT: Equivariant diffusion for pocket conditioned de novo ligand generation with multi-objective guidance via importance sampling0
Deep Learning for Protein-Ligand Docking: Are We There Yet?Code3
A Cross-Field Fusion Strategy for Drug-Target Interaction Prediction0
Regressor-free Molecule Generation to Support Drug Response Prediction0
QComp: A QSAR-Based Data Completion Framework for Drug Discovery0
Guided Multi-objective Generative AI to Enhance Structure-based Drug DesignCode0
Towards Graph Contrastive Learning: A Survey and Beyond0
Discrete-state Continuous-time Diffusion for Graph GenerationCode1
Fully Automated OCT-based Tissue Screening System0
Design Requirements for Human-Centered Graph Neural Network Explanations0
SubGDiff: A Subgraph Diffusion Model to Improve Molecular Representation LearningCode1
DrugLLM: Open Large Language Model for Few-shot Molecule Generation0
ACEGEN: Reinforcement learning of generative chemical agents for drug discoveryCode3
Collaborative Intelligence in Sequential Experiments: A Human-in-the-Loop Framework for Drug Discovery0
Synthetic Data from Diffusion Models Improve Drug Discovery Prediction0
Data-Efficient Molecular Generation with Hierarchical Textual InversionCode0
Contrastive Dual-Interaction Graph Neural Network for Molecular Property PredictionCode1
Quality-Weighted Vendi Scores And Their Application To Diverse Experimental DesignCode0
SynFlowNet: Design of Diverse and Novel Molecules with Synthesis ConstraintsCode2
The Role of Model Architecture and Scale in Predicting Molecular Properties: Insights from Fine-Tuning RoBERTa, BART, and LLaMACode0
Discovering intrinsic multi-compartment pharmacometric models using Physics Informed Neural Networks0
Quantifying Nematodes through Images: Datasets, Models, and Baselines of Deep Learning0
Leak Proof CMap; a framework for training and evaluation of cell line agnostic L1000 similarity methodsCode0
Bridging the Fairness Divide: Achieving Group and Individual Fairness in Graph Neural Networks0
REvoLd: Ultra-Large Library Screening with an Evolutionary Algorithm in RosettaCode3
Season combinatorial intervention predictions with Salt & Peper0
Atomas: Hierarchical Alignment on Molecule-Text for Unified Molecule Understanding and GenerationCode1
FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation ModelCode0
Accelerating the Generation of Molecular Conformations with Progressive Distillation of Equivariant Latent Diffusion ModelsCode0
Molecular Docking via Weighted Subgraph Isomorphism on Quantum Annealers0
On the Scalability of GNNs for Molecular Graphs0
Physical formula enhanced multi-task learning for pharmacokinetics prediction0
Masked Autoencoders for Microscopy are Scalable Learners of Cellular BiologyCode2
A Self-feedback Knowledge Elicitation Approach for Chemical Reaction PredictionsCode0
Latent Chemical Space Searching for Plug-in Multi-objective Molecule Generation0
GeoDirDock: Guiding Docking Along Geodesic Paths0
Transformers for molecular property prediction: Lessons learned from the past five yearsCode0
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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