Cohomology in Constraint Satisfaction and Structure Isomorphism

TL;DR

This paper introduces a sheaf-theoretic and cohomological framework for analyzing constraint satisfaction and structure isomorphism problems, extending existing algorithms and enabling new efficient solutions.

Contribution

It develops a novel sheaf-theoretic approach and applies cohomology to improve algorithms for CSP and SI, surpassing traditional limitations.

Findings

Cohomological algorithms can solve systems over all finite rings.

Cohomological Weisfeiler-Leman distinguishes structures beyond classical methods.

New obstructions identified via cohomology improve understanding of problem complexity.

Abstract

Constraint satisfaction (CSP) and structure isomorphism (SI) are among the most well-studied computational problems in Computer Science. While neither problem is thought to be in $\texttt{PTIME},$ much work is done on $\texttt{PTIME}$ approximations to both problems. Two such historically important approximations are the $k$-consistency algorithm for CSP and the $k$-Weisfeiler-Leman algorithm for SI, both of which are based on propagating local partial solutions. The limitations of these algorithms are well-known; $k$-consistency can solve precisely those CSPs of bounded width and $k$-Weisfeiler-Leman can only distinguish structures which differ on properties definable in $C^k$. In this paper, we introduce a novel sheaf-theoretic approach to CSP and SI and their approximations. We show that both problems can be viewed as deciding the existence of global sections of presheaves, $\mathcal{H}_k(A,B)$ and $\mathcal{I}_k(A,B)$ and that the success of the $k$-consistency and $k$-Weisfeiler-Leman algorithms correspond to the existence of certain efficiently computable subpresheaves of these. Furthermore, building on work of Abramsky and others in quantum foundations, we show how to use \v{C}ech cohomology in $\mathcal{H}_k(A,B)$ and $\mathcal{I}_k(A,B)$ to detect obstructions to the existence of the desired global sections and derive new efficient cohomological algorithms extending $k$-consistency and $k$-Weisfeiler-Leman. We show that cohomological $k$-consistency can solve systems of equations over all finite rings and that cohomological Weisfeiler-Leman can distinguish positive and negative instances of the Cai-F\"urer-Immerman property over several important classes of structures.