Density convergence in the Breuer-Major theorem for Gaussian stationary sequences

Abstract: Consider a Gaussian stationary sequence with unit variance $X={X_k;k\in {\mathbb{N}}\cup{0}}$. Assume that the central limit theorem holds for a weighted sum of the form $V_n=n^{-1/2}\sum^{n-1}_{k=0}f(X_k)$, where $f$ designates a finite sum of Hermite polynomials. Then we prove that the uniform convergence of the density of $V_n$ towards the standard Gaussian density also holds true, under a mild additional assumption involving the causal representation of $X$.