arXiv · 2508.14179
Nonadiabatic force matching for alchemical free-energy estimation
Abstract
We propose a method to compute free-energy differences from nonadiabatic alchemical transformations using flow-based generative models. The method, nonadiabatic force matching, hinges on estimating the dissipation along an alchemical switching process in terms of a nonadiabatic force field that can be learned through stochastic flow matching. The learned field can be used in conjunction with short-time trajectory data to evaluate upper and lower bounds on the alchemical free energy that variationally converge to the exact value if the field is optimal. Applying the method to evaluate the alchemical free energy of atomistic models shows that it can substantially reduce the simulation cost of a free-energy estimate at negligible loss of accuracy when compared with thermodynamic integration.
Explore related subjects
Keep this discovery
Explore connections, maps & timelines
Jorge L. Rosa-Raíces, David T. Limmer. 2025-08-19. Nonadiabatic force matching for alchemical free-energy estimation. https://doi.org/10.1021/acs.jctc.5c01478
Cite the original work for its findings. Save a collection to share your selection of sources.