SOTAVerified

Protein Structure Prediction

Papers

Showing 2650 of 188 papers

TitleStatusHype
A Graph Neural Network Approach to Automated Model Building in Cryo-EM MapsCode1
Highly accurate and efficient deep learning paradigm for full-atom protein loop modeling with KarmaLoopCode1
Generative diffusion model with inverse renormalization group flowsCode1
A Hitchhiker's Guide to Geometric GNNs for 3D Atomic SystemsCode1
PEER: A Comprehensive and Multi-Task Benchmark for Protein Sequence UnderstandingCode1
Generating Novel, Designable, and Diverse Protein Structures by Equivariantly Diffusing Oriented Residue CloudsCode1
ExplainableFold: Understanding AlphaFold Prediction with Explainable AICode1
Energy-based models for atomic-resolution protein conformationsCode1
EigenFold: Generative Protein Structure Prediction with Diffusion ModelsCode1
Enhancing the Protein Tertiary Structure Prediction by Multiple Sequence Alignment GenerationCode1
Protein Language Models and Structure Prediction: Connection and ProgressionCode1
DiffPack: A Torsional Diffusion Model for Autoregressive Protein Side-Chain PackingCode1
Deep Learning of Proteins with Local and Global Regions of DisorderCode1
AtomSurf : Surface Representation for Learning on Protein StructuresCode1
DeepProtein: Deep Learning Library and Benchmark for Protein Sequence LearningCode1
Conformation-Aware Structure Prediction of Antigen-Recognizing Immune ProteinsCode1
Generative De Novo Protein Design with Global ContextCode1
FoldMark: Protecting Protein Generative Models with WatermarkingCode1
CREMP: Conformer-rotamer ensembles of macrocyclic peptides for machine learningCode1
Geometry-Complete Perceptron Networks for 3D Molecular GraphsCode1
PDB-Struct: A Comprehensive Benchmark for Structure-based Protein DesignCode0
MUST-CNN: A Multilayer Shift-and-Stitch Deep Convolutional Architecture for Sequence-based Protein Structure PredictionCode0
Applying Deep Reinforcement Learning to the HP Model for Protein Structure PredictionCode0
pLDDT-Predictor: High-speed Protein Screening Using Transformer and ESM2Code0
APACE: AlphaFold2 and advanced computing as a service for accelerated discovery in biophysicsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GAL 125MValidation perplexity20.62Unverified
2GAL 1.3BValidation perplexity17.58Unverified
3GAL 6.7BValidation perplexity17.29Unverified
4GAL 30BValidation perplexity17.27Unverified
5GAL 120BValidation perplexity17.26Unverified
#ModelMetricClaimedVerifiedStatus
1GAL 125MValidation perplexity19.18Unverified
2GAL 1.3BValidation perplexity17.04Unverified
3GAL 6.7BValidation perplexity16.35Unverified
4GAL 30BValidation perplexity15.42Unverified
5GAL 120BValidation perplexity12.77Unverified
#ModelMetricClaimedVerifiedStatus
1GAL 125MValidation perplexity16.35Unverified
2GAL 1.3BValidation perplexity12.53Unverified
3GAL 6.7BValidation perplexity7.76Unverified
4GAL 30BValidation perplexity4.28Unverified
5GAL 120BValidation perplexity3.14Unverified
#ModelMetricClaimedVerifiedStatus
1GAL 125MValidation perplexity19.05Unverified
2GAL 1.3BValidation perplexity15.82Unverified
3GAL 6.7BValidation perplexity11.58Unverified
4GAL 30BValidation perplexity8.23Unverified
5GAL 120BValidation perplexity5.54Unverified