Open access
Jul 2026
UniFlow: Unifying protein conformational ensemble generation and machine-learned force fields with a scalable normalizing Flow
UniFlow is introduced, the first scalable generative model that unifies protein ensemble generation and machine-learned coarse-grained force fields for molecular dynamics simulation within a single framework, and paves the way for a unified class of models that bridges generative ensemble modeling with physics-based molecular simulation.
Yikai Liu, Ming Chen, Guang Lin
· bioRxiv · 0 citations