If the noise Ornstein-Uhlenbeck functional corrected by the pairing with the potential gradient is bounded by R times the noise-gradient norm on bounded cylindrical functions, the measure has a relative score with respect to the Gibbs measure with weighted Fisher information at most R squared.
In the setting of A Diagonal Gaussian Reference Measure on the Noise Wasserstein Space, Rescaled Heads and Gaussian Tails: Standing Notation, let be an admissible cylindrical potential with noise gradient , let be positive, let be the Gibbs measure of at temperature , let , the set of The Second Moment of a Borel Probability Measure on a Hilbert Space and the Probability Measures with Finite Second Moment §space, be such that is integrable with respect to , and let be nonnegative. By Basic Properties of an Admissible Cylindrical Potential: Continuity, Growth under Noise Translations, Integrability, the Tangent Inequality and Tangency of the Noise Gradient §integrable, and each are integrable with respect to , so The Relative Score with Respect to the Gibbs Measure of an Admissible Cylindrical Potential and The Weighted Fisher Information Relative to the Gibbs Measure of an Admissible Cylindrical Potential apply to . For , is the set of Bounded Twice Continuously Differentiable Functions with Bounded First and Second Partial Derivatives on Euclidean Space §bounded with ; for , is the Gibbs Ornstein-Uhlenbeck functional of at with potential and temperature , which applies since and is integrable with respect to ; is a bounded cylindrical function, and its noise gradient is bounded in by that clause. is the norm of , the space of Probability Measures on a Hilbert Space Transported in the Noise Norm: Standing Notation §fields, and the class of in it is again written . Suppose that
(Finite Fisher information relative to the Gibbs measure) Then has a relative score with respect to and finite Fisher information relative to with weights , and .
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