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The Wall-Confined Free Energy Converges along Wasserstein-Convergent Sequences with Bounded Scores

If laws in the score domain converge in the Wasserstein distance to a law in the domain and their scores stay bounded in L2L^2, then their wall-confined free energies converge to the free energy of the limit.

Statement

In the setting of The Discounted HJB Equation with Free Langevin Noise in a Wall, Envelope Form: Standing Notation, let E:D→R\mathcal{E}:\mathcal{D}\to\mathbb{R}, on D=D0∩DR\mathcal{D}=\mathcal{D}_{0}\cap\mathcal{D}_{R}, be the wall-confined free energy with radius RR of the free entropy penalty (D0,E0)(\mathcal{D}_{0},\mathcal{E}_{0}), with score domain DΞ\mathcal{D}_{\Xi} and score Ξ\Xi, as fixed in The Discounted HJB Equation with Free Langevin Noise in a Wall, Envelope Form: Standing Notation §data. With the metric W2W_{2} on D\mathcal{D} of The Discounted HJB Equation with Free Langevin Noise in a Wall, Envelope Form: Standing Notation §metric and the norm ∥Ξ(λ)∥2\lVert\Xi(\lambda)\rVert_{2} of the score of λ∈DΞ\lambda\in\mathcal{D}_{\Xi} as in The Discounted HJB Equation with Free Langevin Noise in a Wall, Envelope Form: Standing Notation §shifts, let (μn)n∈N(\mu_{n})_{n\in\mathbb{N}} be a sequence in DΞ\mathcal{D}_{\Xi} and let μ∈D\mu\in\mathcal{D} be such that the real sequence (W2(μn,μ))n∈N(W_{2}(\mu_{n},\mu))_{n\in\mathbb{N}} converges to 00, and let CC be real with ∥Ξ(μn)∥2≤C\lVert\Xi(\mu_{n})\rVert_{2}\le C for every n∈Nn\in\mathbb{N}.

Then the real sequence (E(μn))n∈N(\mathcal{E}(\mu_{n}))_{n\in\mathbb{N}} converges to E(μ)\mathcal{E}(\mu).

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