Molecular render representing BioEmu

BioEmu

Sample equilibrium protein conformations at scale

BioEmu is a generative diffusion model that samples equilibrium conformational ensembles of proteins, from single structures to metastable states. It can produce thousands of independent conformers overnight on a single GPU, capturing transitions comparable to milliseconds of simulation. Enables ensemble docking and dynamics studies without MD.

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At a glance

Input
Protein structure (PDB)
Output
Conformational ensemble (PDB)
Developed by
Microsoft Research
Published
Lewis et al., 2025 · 2025
#ensembles#diffusion#conformational-sampling