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A d1/2+o(1) Monotonicity Tester for Boolean Functions on d-Dimensional Hypergrids

Hadley Black, Deeparnab Chakrabarty, C. Seshadhri

2023Year
5Citations
2Top-tier citations

Abstract

Monotonicity testing of Boolean functions on the hypergrid, f:[n]d→{0,1}f:[n]^{d} \rightarrow\{0,1\}, is a classic topic in property testing. Determining the non-adaptive complexity of this problem is an important open question. For arbitrary n, [Black-Chakrabarty-Seshadhri, SODA 2020] describe a tester with query complexity O~(ε−4/3d5/6)\widetilde{O}\left(\varepsilon^{-4 / 3} d^{5 / 6}\right). This complexity is independent of n, but has a suboptimal dependence on d. Recently, [Braverman-Khot-Kindler-Minzer, ITCS 2023] and [Black-Chakrabarty-Seshadhri, STOC 2023] describe O~(ε−2n3d)\widetilde{O}\left(\varepsilon^{-2} n^{3} \sqrt{d}\right) and O~(ε−2nd)\widetilde{O}\left(\varepsilon^{-2} n \sqrt{d}\right)-query testers, respectively. These testers have an almost optimal dependence on d, but a suboptimal polynomial dependence on n. In this paper, we describe a non-adaptive, onesided monotonicity tester with query complexity O(ε−2d1/2+o(1))O\left(\varepsilon^{-2} d^{1 / 2+o(1)}\right), independent of n. Up to the do(1)d^{o(1)}. factors, our result resolves the non-adaptive complexity of monotonicity testing for Boolean functions on hypergrids. The independence of n yields a non-adaptive, one-sided O(ε−2d1/2+o(1))O\left(\varepsilon^{-2} d^{1 / 2+o(1)}\right)-query monotonicity tester for Boolean functions f:Rd→{0,1}f: \mathbb{R}^{d} \rightarrow\{0,1\} associated with an arbitrary product measure.

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