Viscosity Solutions of the Eikonal Equation on the Wasserstein Space
H. Mete Soner, Qinxin Yan

TL;DR
This paper extends viscosity solution theory to Eikonal equations on the Wasserstein space, using Fourier Sobolev norms and comparison principles to analyze mean field control problems.
Contribution
It introduces a novel approach combining Fourier representation and classical techniques to establish comparison results for viscosity solutions on the Wasserstein space.
Findings
Comparison result for sub and super solutions
Lipschitz continuity of the value function verified
Point-wise upper bound for derivatives established
Abstract
Dynamic programming equations for mean field control problems with a separable structure are Eikonal equations on the Wasserstein space. Standard differentiation using linear derivatives yield a direct extension of the classical viscosity theory. We use Fourier representation of the Sobolev norms on the space of measures, together with the standard techniques from the finite dimensional theory to obtain a comparison result among sub and super solutions that are Lipschitz continuous in the Wasserstein-one norm which is directly verified for the value function. A key technical result provides a point-wise upper bound for the derivative of the linear derivative of a function in terms of its Lipschitz norm.
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
TopicsProbabilistic and Robust Engineering Design · Elasticity and Material Modeling
