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Mathematical Physics Seminar

Webinar: Christopher Jarzynski - Estimating free energy differences with virtually escorted trajectories

Location:  Zoom
Date & time: Wednesday, 29 July 2026 at 10:45AM - 12:00PM

Christopher Jarzynski – University of Maryland

Wednesday, July 29, 2026

Zoom opens: 10:30AM EDT

Seminar begins: 10:45AM EDT

Estimating free energy differences with virtually escorted trajectories

The convergence of numerical free energy estimation methods can be accelerated using artificial fields that “escort” simulated trajectories along near-equilibrium paths.  Unfortunately, designing such fields is not easy.  Taking a cue from the mathematics behind diffusion models – a class of generative models in machine learning – we introduce a method based on virtual escorting.  This method adopts a post-processing approach.  Given a fixed set of nonequilibrium trajectories, a parameter-dependent virtual escorting field is constructed, possibly using a neural network.  This field is used in combination with the trajectories to produce an estimate of the desired free energy difference.  The parameters are then adjusted to optimize the convergence of the estimate.  I will describe the method, and will discuss conditions under which it produces a zero-variance estimator of the free energy difference.

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