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In this paper, we prove a sharp quantitative stability result for the affine fractional -Sobolev inequality in , , introduced by Haddad–Ludwig (\emph{Math. Ann.} (2024), 1091–1115). In particular, we identify the kernel of the affine Hessian, determine the sharp local spectral gap, and show that the optimal global stability constant is strictly smaller than the corresponding local spectral value.

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