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The Ethereal
The Sherali-Adams Hierarchy for Promise CSPs through Tensors
March 04, 2022 ยท The Ethereal ยท ๐ 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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