The Ising Population Model Instantiates the Data of the Fluctuation Theory
lemmaAnalysisProbabilitylem:ising-data-well-posed-2026aThe Ising rates, observation rates and costs form an affine-controlled transition-rate family, an observation-rate family and population cost data with the stated smooth extensions, and satisfy the compactness, uniform observation positivity and Lipschitz cost hypotheses of the fluctuation theory.
Fix parameters , , , , , , , as in The Ising Population Data §parameters and adopt the Ising population data with those parameters: the control set , the open sets , , , , the transition-rate coefficients with the rates and their extension , the observation rates with their extension , the costs with their extension , the function , and the vectors , . Write for the Lipschitz constant of an affine-controlled transition-rate family, for the rate bound of a transition-rate family, for the derivative bound of a twice continuously differentiable extension of such a family, and for the corresponding constants of an observation-rate family and of its twice continuously differentiable extension, and for the second-derivative bound of a twice continuously differentiable extension of population cost data. Adopt the coordinate and partial-derivative notation of the extension definitions, so that differentiate in the state coordinates and in the control coordinates . Then the following hold.
1. (The control set.)¶ is a nonempty convex subset of , compact for the topology determined by the Euclidean distance; thus hypothesis (A) of Quadratic Growth of the Mean-Field Hamiltonian in the Control along a Stationary Mean-Field Triple holds. Moreover , and, with
every with lies in .
2. (The transition-rate family and its drift.)¶ The pair is an affine-controlled transition-rate family on states with control set and Lipschitz constant . The transition-rate family that The Transition-Rate Family and Aggregate Drift of Affine-Controlled Data associates with it is the family of clause The Ising Population Data §rates, and it is a transition-rate family on states with control set and rate bound . Its aggregate state drift is
3. (The aggregate fluctuation covariance.)¶ The aggregate fluctuation covariance of is
4. (The rate extension.)¶ The triple is a twice continuously differentiable extension of with derivative bound . Its only nonvanishing partial derivatives of order one or two are and on . Its extended aggregate state drift is
5. (The observation-rate family.)¶ The family is an observation-rate family on states with observation channels and rate bound . Its aggregate observation drift is for and , and satisfies for all such and ; thus hypothesis (OC) of Injection Certificates on the Trimmed Synthetic Copy for the Family of N-Agent Solutions: the Law-Transported Van Trees Certificate Hypothesis Holds under Deterministic Initial States, Uniform Observation Positivity and a C^2 Observation Extension holds with .
6. (The observation-rate extension.)¶ The pair is a twice continuously differentiable extension of with derivative bound ; all its partial derivatives of order one and two vanish. Its extended aggregate observation drift is
7. (The population cost data.)¶ The pair is population cost data on states with control dimension , with lower bounds . Moreover for every , and holds if and only if and . For every the map is convex on ; in particular is convex in the control on . Finally, hypothesis (LipC) of Pointwise-in-Time Tracking of the Mean-Field Flow and Cost along the Realized Control of the Controlled N-Agent Dynamics holds with
8. (The cost extension.)¶ The triple is a twice continuously differentiable extension of with second-derivative bound
All partial derivatives of vanish, and the partial derivatives of on are
and, for the second order,
all evaluated at the point .
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