最小泰勒代数作为求解CSP的三种代数方法的共同框架

L. Barto, Zarathustra Brady, A. Bulatov, M. Kozik, Dmitriy Zhuk
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引用次数: 5

摘要

本文主要研究约束满足问题的复杂性及其算法的代数理论基础。我们统一、简化和扩展了已经开发的三种方法的部分内容,这些方法用于研究有限模板上的CSP——用于表征局部一致性方法可解的CSP的吸收理论(JACM ' 14),以及用于CSP二分定理的两个独立证明的Bulatov和Zhuk的理论(FOCS ' 17, JACM ' 20)。作为第一个贡献,我们提出了一个关于原始正可定义性的初等定理,并利用它得到了bullatov和Zhuk的证明的起点作为推论。作为第二个贡献,我们提出并发起了最小泰勒代数的系统研究。这类代数是足够广泛的,足以证明CSP二分定理只在这类上,但仍然表现得异常好。特别是,这三种方法的许多概念在课堂上是一致的,这与一般的设置形成了鲜明的对比。我们相信,本文提出的理论最终会得到一个更简单、更自然的二分定理证明,使用更简单、更有效的算法,并有助于解决其他csp相关问题中的复杂性问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Minimal Taylor Algebras as a Common Framework for the Three Algebraic Approaches to the CSP
This paper focuses on the algebraic theory underlying the study of the complexity and the algorithms for the Constraint Satisfaction Problem (CSP). We unify, simplify, and extend parts of the three approaches that have been developed to study the CSP over finite templates – absorption theory that was used to characterize CSPs solvable by local consistency methods (JACM’14), and Bulatov’s and Zhuk’s theories that were used for two independent proofs of the CSP Dichotomy Theorem (FOCS’17, JACM’20).As the first contribution we present an elementary theorem about primitive positive definability and use it to obtain the starting points of Bulatov’s and Zhuk’s proofs as corollaries. As the second contribution we propose and initiate a systematic study of minimal Taylor algebras. This class of algebras is broad enough so that it suffices to verify the CSP Dichotomy Theorem on this class only, but still is unusually well behaved. In particular, many concepts from the three approaches coincide in the class, which is in striking contrast with the general setting.We believe that the theory initiated in this paper will eventually result in a simple and more natural proof of the Dichotomy Theorem that employs a simpler and more efficient algorithm, and will help in attacking complexity questions in other CSP-related problems.
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