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The power of Sherali-Adams relaxations for general-valued CSPs

Abstract:

We give a precise algebraic characterisation of the power of Sherali-Adams relaxations for solvability of valued constraint satisfaction problems to optimality. The condition is that of bounded width which has already been shown to capture the power of local consistency methods for decision CSPs and the power of semidefinite programming for robust approximation of CSPs.


Our characterisation has several algorithmic and complexity consequences. On the algorithmic side, we show that several novel and many known valued constraint languages are tractable via the third level of the Sherali-Adams relaxation. For the known languages, this is a significantly simpler algorithm than the previously obtained ones. On the complexity side, we obtain a dichotomy theorem for valued constraint languages that can express an injective unary function. This implies a simple proof of the dichotomy theorem for conservative valued constraint languages established by Kolmogorov and Živný [JACM’13], and also a dichotomy theorem for the exact solvability of Minimum-Solution problems. These are generalisations of Minimum-Ones problems to arbitrary finite domains. Our result improves on several previous classifications by Khanna et al. [SICOMP’00], Jonsson et al. [SICOMP’08], and Uppman [ICALP’13].

Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1137/16M1079245

Authors


More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Computer Science
Role:
Author



Publisher:
Society for Industrial and Applied Mathematics
Journal:
SIAM Journal on Computing More from this journal
Volume:
46
Issue:
4
Pages:
1241–1279
Publication date:
2017-07-01
Acceptance date:
2017-03-02
DOI:
ISSN:
1095-7111


Pubs id:
pubs:683789
UUID:
uuid:8c5fd2f8-0e4f-4c10-a4e0-984634fdb67b
Local pid:
pubs:683789
Source identifiers:
683789
Deposit date:
2017-03-02

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