SOTAVerified

Protein Structure Prediction

Papers

Showing 125 of 188 papers

TitleStatusHype
OpenProteinSet: Training data for structural biology at scaleCode4
Galactica: A Large Language Model for ScienceCode4
Highly accurate protein structure prediction with AlphaFoldCode3
Robust deep learning based protein sequence design using ProteinMPNNCode3
PyMOLfold: Interactive Protein and Ligand Structure Prediction in PyMOLCode2
Protein Large Language Models: A Comprehensive SurveyCode2
State-specific protein-ligand complex structure prediction with a multi-scale deep generative modelCode2
Protein structure generation via folding diffusionCode2
Training on test proteins improves fitness, structure, and function predictionCode2
SE(3) diffusion model with application to protein backbone generationCode2
MegaFold: System-Level Optimizations for Accelerating Protein Structure Prediction ModelsCode2
FastFold: Reducing AlphaFold Training Time from 11 Days to 67 HoursCode2
Distribution-Free, Risk-Controlling Prediction SetsCode2
MotifBench: A standardized protein design benchmark for motif-scaffolding problemsCode2
ProteinBERT: a universal deep-learning model of protein sequence and functionCode2
RDesign: Hierarchical Data-efficient Representation Learning for Tertiary Structure-based RNA DesignCode1
Generative diffusion model with inverse renormalization group flowsCode1
Geometry-Complete Perceptron Networks for 3D Molecular GraphsCode1
Generating Novel, Designable, and Diverse Protein Structures by Equivariantly Diffusing Oriented Residue CloudsCode1
Accurate Protein Structure Prediction by Embeddings and Deep Learning RepresentationsCode1
Generative De Novo Protein Design with Global ContextCode1
Highly accurate and efficient deep learning paradigm for full-atom protein loop modeling with KarmaLoopCode1
Energy-based models for atomic-resolution protein conformationsCode1
FoldMark: Protecting Protein Generative Models with WatermarkingCode1
Accurate and efficient protein embedding using multi-teacher distillation learningCode1
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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