If the noise Ornstein-Uhlenbeck functional of a measure is bounded by R times the noise-gradient norm on bounded cylindrical functions, then the measure has a relative score and 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 , the set of The Second Moment of a Borel Probability Measure on a Hilbert Space and the Probability Measures with Finite Second Moment §space, and let be nonnegative. For , is the set of Bounded Twice Continuously Differentiable Functions with Bounded First and Second Partial Derivatives on Euclidean Space §bounded with ; for , the function is a bounded cylindrical function, hence a bounded cylindrical function by Noise Gradients of Bounded C^2 Cylindrical Functions Are Dense in the Noise Tangent Space §inclusion; the class of its noise gradient in is again written , is the norm of , and is the noise Ornstein-Uhlenbeck functional of at . Suppose that
(Finite weighted Fisher information) Then has a relative score with respect to and finite Fisher information relative to with weights , and .
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