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We study the fluctuations around non degenerate attractors
of the empirical measure under mean field Gibbs measures.
We prove that a mild change of the densities
of these measures does not affect the central limit theorems.
We apply this result to generalize the assumptions
of [3] and [12] on the densities of the Gibbs measures to
get precise Laplace estimates.
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