Convergence to Equilibrium in the Free Fokker-Planck Equation With a Double-Well Potential
Catherine Donati-Martin (LMV), Benjamin Groux (LMV), Mylene Maida, (LPP)

TL;DR
This paper proves that solutions to a one-dimensional free Fokker-Planck equation with a double-well potential converge to equilibrium, using free probability and complex analysis, marking a first in non-convex setting convergence.
Contribution
It establishes the convergence of solutions to equilibrium in a non-convex free Fokker-Planck equation with a double-well potential, a novel result in this context.
Findings
Solution converges to equilibrium measure over time
First convergence result in non-convex free Fokker-Planck setting
Uses free probability and complex analysis techniques
Abstract
We consider the one-dimensional free Fokker-Planck equation , where denotes the Hilbert transform and is a particular double-well quartic potential, namely , with . We prove that the solution of this PDE converges to the equilibrium measure as goes to infinity, which provides a first result of convergence in a non-convex setting. The proof involves free probability and complex analysis techniques.
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.
Taxonomy
TopicsStatistical Mechanics and Entropy · Advanced Thermodynamics and Statistical Mechanics · stochastic dynamics and bifurcation
