Existence and polynomial dependence of uniform derivative bounds for transition densities (even in Euclidean space)
Determine whether the uniform bounds on derivatives of transition densities along sample paths, assumed in Assumption 3 of Wang, Lei, and Panageas (2020) to analyze the geometric Euler–Maruyama discretization of Langevin dynamics, actually exist even in Euclidean space; and, if such bounds exist, ascertain whether they can be made to depend only polynomially on the dimension and other problem parameters.
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References
\citet{wang2020fast} analyze the error of e:intro_euler_murayama, but rely on uniformly bounding certain derivatives of the densities along the sample path (see Assumption 3~\citep{wang2020fast}); even in Euclidean space, it is not clear whether such a bound exists, and whether it depends only polynomially on parameters such as dimension.