Variational Principle in Langevin Processes
Yuki Sughiyama, Masayuki Ohzeki

TL;DR
This paper generalizes the Nemoto-Sasa variational principle for large deviations in nonequilibrium Langevin processes by revealing a hidden mathematical structure related to the fluctuation-response relation and emphasizing the role of Kullback-Leibler divergence.
Contribution
It introduces a generalized variational framework for Langevin processes, connecting large deviations to fluctuation-response relations through a new mathematical structure.
Findings
Revealed a hidden structure in fluctuation-response relations.
Extended the variational principle to more general Langevin systems.
Highlighted the importance of Kullback-Leibler divergence in the analysis.
Abstract
The recent work, Nemoto and Sasa [Phys. Rev. E, 83: 030105(R) (2011)], has shown that large deviations of the current characterizing a nonequilibrium system are obtained by observing the typical current for a modified system specified by a variational principle. In the present study, we will give a generalized version of the Nemoto-Sasa study by extracting a hidden mathematical structure from the fluctuation-response relation which is well-known in statistical mechanics. Here, the minimization of the Kullback-Leibler divergence plays an essential role.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
