mlsanityData to 14 Oct 2026

A o(d) · polylog~n Monotonicity Tester for Boolean Functions over the Hypergrid [n]d

arXiv 1710.10545 ↗First posted 29 Oct 2017cs.DM cs.CC cs.DScited by 2

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Abstract (arXiv)

We study monotonicity testing of Boolean functions over the hypergrid [n]d and design a non-adaptive tester with 1-sided error whose query complexity is tildeO(d5/6)· poly(log n,1/ε). Previous to our work, the best known testers had query complexity linear in d but independent of n. We improve upon these testers as long as n = 2^do(1). To obtain our results, we work with what we call the augmented hypergrid, which adds extra edges to the hypergrid. Our main technical contribution is a Margulis-style isoperimetric result for the augmented hypergrid, and our tester, like previous testers for the hypercube domain, performs directed random walks on this structure.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). First posted on arXiv 29 Oct 2017.

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