The Gradient of a Convex Continuously Differentiable Function Belongs to the Tangent Space When It Is Square-Integrable
lemmaProbabilitylem:convex-gradient-tangent-wasserstein-2026aIf a convex function of class on Euclidean space has a gradient that is square-integrable against a measure of finite second moment, that gradient lies in the tangent space of the Wasserstein space at the measure.
In the setting of Square-Integrable Vector Fields Against a Probability Measure on Euclidean Space, and Test Functions: Standing Notation, let , with the space of square-integrable vector fields and the tangent space . Let be of class on in the sense of Differential Calculus and Convexity on Euclidean Open Sets: Standing Notation §derivatives, being open by claim 1 of Euclidean Space is Open in Itself, and Maps are Continuous, with gradient at , and convex on , the set being convex since every convex combination of two of its points is again one of its points; let be the gradient map .
1. (Tangency)¶ The map is Borel. If , then the class of in , again written , belongs to .
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