A Square-Integrable Selection of the Subdifferential of a Convex Potential Belongs to the Tangent Space
theoremAnalysisProbabilitythm:convex-potential-gradient-tangent-wasserstein-2026aIf a Borel vector field is, almost everywhere with respect to a measure with finite second moment, the unique subgradient of a convex function on an open convex set of full measure, and is square-integrable, then it belongs to the tangent space of the Wasserstein space at that measure.
In the setting of Square-Integrable Vector Fields Against a Probability Measure on Euclidean Space, and Test Functions: Standing Notation, let , let be the space of square-integrable vector fields against and let be the tangent space at .
Let be open, hence a member of by Euclidean Space and Lebesgue Measure: Standing Notation §borel, and convex, let be convex on , with subdifferential , and let satisfy and , so that by claim 2 of Basic Properties of a Measure and in particular is nonempty. Let be Borel with
and suppose that , so that the class of belongs to and is again written .
1. (Tangency)¶ .
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