SF-Cluster guides MSA subsampling with frustration patterns to improve alternative protein conformation recovery over sequence-based methods like AF-Cluster on a 48-case benchmark.
Sampling alternative conformational states of transporters and receptors with alphafold2.elife, 11:e75751
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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CrystalBoltz performs experiment-guided posterior sampling with diffusion models on structure-factor amplitudes for protein structure determination, reporting lower RMSD and R-factors than baselines with 33x faster runtime.
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SF-Cluster: Frustration-Guided MSA Subsampling for Alternative Protein Conformation Recovery
SF-Cluster guides MSA subsampling with frustration patterns to improve alternative protein conformation recovery over sequence-based methods like AF-Cluster on a 48-case benchmark.
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CrystalBoltz: End-to-End Protein Structure Determination via Experiment-Guided Diffusion for X-Ray Crystallography
CrystalBoltz performs experiment-guided posterior sampling with diffusion models on structure-factor amplitudes for protein structure determination, reporting lower RMSD and R-factors than baselines with 33x faster runtime.