The Sherali-Adams Hierarchy for Promise CSPs through Tensors

March 04, 2022 ยท The Ethereal ยท ๐Ÿ› arXiv.org

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Authors Lorenzo Ciardo, Stanislav ลฝivnรฝ arXiv ID 2203.02478 Category cs.CC: Computational Complexity Cross-listed cs.DM, cs.DS, cs.LO Citations 3 Venue arXiv.org Last Checked 6 months ago
Abstract
We study the Sherali-Adams linear programming hierarchy in the context of promise constraint satisfaction problems (PCSPs). We characterise when a level of the hierarchy accepts an instance in terms of a homomorphism problem for an appropriate multilinear structure obtained through a tensor power of the constraint language. The geometry of this structure, which consists in a space of tensors satisfying certain symmetries, allows then to establish non-solvability of the approximate graph colouring problem via constantly many levels of Sherali-Adams. Besides this primary application, our tensorisation construction introduces a new tool to the study of hierarchies of algorithmic relaxations for computational problems within (and, possibly, beyond) the context of constraint satisfaction. In particular, we see it as a key step towards the algebraic characterisation of the power of Sherali-Adams for PCSPs.
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