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We prove a regularity lemma for polynomials with fixed degree and any number of standard Gaussian input variables. Following modern approaches to the Szemer{é}di regularity lemma, we deduce our results from a general formulation of the regularity lemma using ultraproducts. Along the way, we give a direct combinatorial proof of the celebrated ``fourth moment theorem’’ of Nualart and Peccati, which characterizes the asymptotically Gaussian polynomials inside degree- Gaussian chaos as those such that and .

生成讲解博客的中文版本

生成AI智能校验的中文版本