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Through the study of novel variants of the classical Littlewood-Paley-Stein -functions, we obtain pointwise estimates for broad classes of highly-singular Fourier multipliers on satisfying regularity hypotheses adapted to fine (subdyadic) scales. In particular, this allows us to efficiently bound such multipliers by geometrically-defined maximal operators via general weighted inequalities, in the spirit of a well-known conjecture of Stein. Our framework applies to solution operators for dispersive PDE, such as the time-dependent free Schr"odinger equation, and other highly oscillatory convolution operators that fall well beyond the scope of the Calder'on-Zygmund theory.

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