The Langevin Free-Energy Pair across the Particle and Configuration Levels: Tensor Powers, One-Particle Marginals and Diagonal Translation Hessians
lemmaAnalysisProbabilitylem:langevin-pair-tensor-marginal-wasserstein-2026aFor a confining potential, the configuration-level Langevin pair of the N-particle potential contains the tensor powers of the particle-level domains, with N times the penalty and the product score; it maps to the particle level under one-particle marginals, with the penalty superadditive and the score projected; and its translation Hessian on diagonal directions is N times that of the marginal.
In the setting of N-Particle Systems on the Wasserstein Space: Particles, Configurations and the Configuration Level. Let be a confining potential on with -particle potential , a confining potential on by The N-Particle Potential of a Confining Potential is a Confining Potential on the Configuration Space §confining, and let be positive. Let be the Langevin free-energy pair with potential and noise intensity , and the one with potential and noise intensity , formed at the configuration level; both are penalty pairs by The Langevin Free-Energy Pair is a Wasserstein-Coercive Penalty Pair: Growth Bounds, Continuity of the Translation Hessian, and the First Variation of the Penalty §pair, with translation Hessians of the penalty and . For , is the one-particle projection and the product field of ; is the diagonal point of . The letter denotes the noise intensity; the swap map written in Couplings on Euclidean Space: Product Coupling, Swap, Finiteness of the Cost, Push-Forward Couplings, Modifying One Marginal, Quantisation, Gluing over a Finitely Supported Measure, and the Lipschitz Bound §swap is not used.
1. (Tensor powers)¶ For , and . If moreover , then and .
2. (One-particle marginals)¶ For , and . If moreover , then and .
3. (Diagonal translation Hessians)¶ For every and every ,
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