Composing an intrinsic test function on the absolutely continuous measures with the heat semigroup gives a Laplacian test function. Its gradient is the heat average of the gradient at the smoothed measure, and its Laplacian is minus the pairing of that gradient with the score. As the time goes to zero, the fields converge along couplings.
In the setting of Heat Smoothing, Entropy, Fisher Information and Laplacian Test Functions on the Torus Wasserstein Space: Standing Notation, let be an intrinsic test function on . For and every the measure is absolutely continuous by Heat Smoothing, Entropy, Fisher Information and Laplacian Test Functions on the Torus Wasserstein Space: Standing Notation §measures, so is defined, and is its heat average. Then the following hold.
1. (Laplacian test function) For every , the map is a Laplacian test function; its gradient field is , and for every .
2. (Laplacian) For every and every ,
3. (Convergence as the time vanishes) Let , let be a sequence in that converges to in , and let be a sequence of real numbers with that converges to . Then both sequences
converge along couplings to .
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