Generalized Logarithmic Sobolev Inequality by the JKO Scheme
Analysis of PDEs
2026-02-09 v3 Optimization and Control
Abstract
Using a discrete Bakry-{\'E}mery method based on the JKO scheme, relying on the dissipation of entropy and Fisher information along a discrete flow, we establish new generalized logarithmic Sobolev inequality for log-concave measures of the form under strict convexity assumptions on . We then show how this method recovers some well-known inequalities. This approach can be viewed as interpolating between the Bakry-{\'E}mery method and optimal transport techniques based on geodesic convexity.
Keywords
Cite
@article{arxiv.2601.16620,
title = {Generalized Logarithmic Sobolev Inequality by the JKO Scheme},
author = {Thibault Caillet and Fanch Coudreuse},
journal= {arXiv preprint arXiv:2601.16620},
year = {2026}
}