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Uniformity Testing over Hypergrids with Subcube Conditioning

ACM-SIAM Symposium on Discrete Algorithms (SODA), 2023
Abstract

We give an algorithm for testing uniformity of distributions supported on hypergrids [m]n[m]^n, which makes O~(poly(m)n/ϵ2)\tilde{O}(\text{poly}(m)\sqrt{n}/\epsilon^2) queries to a subcube conditional sampling oracle. When the side length mm of the hypergrid is a constant, our algorithm is nearly optimal and strengthens the algorithm of [CCK+21] which has the same query complexity but works for hypercubes {±1}n\{\pm 1\}^n only. A key technical contribution behind the analysis of our algorithm is a proof of a robust version of Pisier's inequality for functions over Zmn\mathbb{Z}_m^n using Fourier analysis.

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