Let be a probability space equipped with an invertible, measure-preserving transformation . We exhibit a wide class of weights so that whenever , the bilinear ergodic averages converge -almost surely. This class encompasses the von Mangoldt function, resolving Problem 12 from Frantzikinakis’ survey on open problems in ergodic theory, the divisor function, the sum-of-two-squares representation function, etc., as well as their restrictions to lower-density Piatetski-Shapiro sequences of the form , . Our methods combine combinatorial number theory and higher-order Fourier analysis with classical Fourier-analytic/martingale-based methods; the role of analysis is particularly significant.

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