A first-order operator satisfies the structure condition at uniquely noise-mapped pairs if the difference of its shifts, evaluated at two score-domain measures with momenta given by alpha times their optimal displacements towards each other, is bounded below by moduli of alpha times the squared noise distance plus 1/alpha and of delta times the penalties.
In the setting of First-Order Equations on the Noise Wasserstein Space Relative to a Noise Penalty Pair: Standing Notation, let be a noise penalty pair on and let be a first-order equation operator over , with -shifts and relative to that pair. For and a noise-optimal map from to , the displacement is an element of by Noise-Optimal Maps and Uniquely Noise-Mapped Pairs §map, and we write in that vector space. denotes the multiplicative inverse of a positive , and the absolute value of .
1. (Structure pair at a level) Let be positive, let be a modulus of continuity, and let be a function with values in on the set of all pairs of real numbers with and , such that for every real the function on the set of nonnegative reals with value at is a modulus of continuity. We say that is a structure pair for at if
whenever satisfy and ; are such that both ordered pairs and are uniquely noise-mapped, is a noise-optimal map from to and a noise-optimal map from to , and
and satisfies . Here is a nonnegative real number and , are defined, because by Noise Penalty Pairs on the Noise Wasserstein Space: the Penalty, Its Score, and Their Domains §pair and by The Noise Wasserstein Distance is a Metric on the Measures Noise-Connected to the Reference Measure: Existence of Noise-Optimal Couplings, Comparison with the Quadratic Wasserstein Distance and Lower Semicontinuity §connected and The Noise Wasserstein Distance is a Metric on the Measures Noise-Connected to the Reference Measure: Existence of Noise-Optimal Couplings, Comparison with the Quadratic Wasserstein Distance and Lower Semicontinuity §metric. The arguments of the two moduli are nonnegative: is the sum of a product of nonnegative reals and a positive multiplicative inverse, and is the product of the positive real with a sum of two nonnegative absolute values and , hence positive.
2. (The structure condition) The operator satisfies the first-order structure condition at uniquely noise-mapped pairs if for every positive there is a structure pair for at .
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