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The complexity and approximability of the constraint satisfaction problem (CSP) has been actively studied over the last 20 years. A new version of the CSP, the promise CSP (PCSP) has recently been proposed, motivated by open questions about…

计算复杂性 · 计算机科学 2021-07-19 Libor Barto , Jakub Bulín , Andrei Krokhin , Jakub Opršal

Random constraint satisfaction problems (CSPs) have been widely studied both in AI and complexity theory. Empirically and theoretically, many random CSPs have been shown to exhibit a phase transition. As the ratio of constraints to…

离散数学 · 计算机科学 2017-01-24 Colin Wei , Stefano Ermon

Constraint Satisfaction Problem (CSP) is a framework for modeling and solving a variety of real-world problems. Once the problem is expressed as a finite set of constraints, the goal is to find the variables' values satisfying them. Even…

离散数学 · 计算机科学 2019-05-23 Rachid Oucheikh , Ismail Berrada , Outman El Hichami

Constraint Satisfaction Problems (CSPs) play a central role in many applications in Artificial Intelligence and Operations Research. In general, solving CSPs is NP-complete. The structure of CSPs is best described by hypergraphs. Therefore,…

人工智能 · 计算机科学 2021-01-01 Georg Gottlob , Matthias Lanzinger , Davide Mario Longo , Cem Okulmus , Reinhard Pichler

The Weisfeiler-Leman (WL) algorithms form a family of incomplete approaches to the graph isomorphism problem. They recently found various applications in algorithmic group theory and machine learning. In fact, the algorithms form a…

离散数学 · 计算机科学 2025-10-29 Thomas Schneider , Pascal Schweitzer

We study the complexity of local search for the Boolean constraint satisfaction problem (CSP), in the following form: given a CSP instance, that is, a collection of constraints, and a solution to it, the question is whether there is a…

数据结构与算法 · 计算机科学 2017-11-13 Andrei Krokhin , Dániel Marx

It is unknown whether two graphs can be tested for isomorphism in polynomial time. A classical approach to the Graph Isomorphism Problem is the d-dimensional Weisfeiler-Lehman algorithm. The d-dimensional WL-algorithm can distinguish many…

组合数学 · 数学 2010-12-10 Harm Derksen

The \emph{Sandwich Problem} (SP) for a graph class $\calC$ is the following computational problem. The input is a pair of graphs $(V,E_1)$ and $(V,E_2)$ where $E_1\subseteq E_2$, and the task is to decide whether there is an edge set $E$…

离散数学 · 计算机科学 2025-10-13 Manuel Bodirsky , Santiago Guzmán-Pro

We give a fast algorithm for sampling uniform solutions of general constraint satisfaction problems (CSPs) in a local lemma regime. Suppose that the CSP has $n$ variables with domain size at most q, each constraint contains at most k…

数据结构与算法 · 计算机科学 2023-03-10 Kun He , Chunyang Wang , Yitong Yin

Constraint satisfaction problems (CSPs) for first-order reducts of finitely bounded homogeneous structures form a large class of computational problems that might exhibit a complexity dichotomy, P versus NP-complete. A powerful method to…

逻辑 · 数学 2024-05-13 Manuel Bodirsky , Bertalan Bodor

A Boolean constraint satisfaction instance is a conjunction of constraint applications, where the allowed constraints are drawn from a fixed set B of Boolean functions. We consider the problem of determining whether two given constraint…

计算复杂性 · 计算机科学 2007-05-23 E. Boehler , E. Hemaspaandra , Steffen Reith , Heribert Vollmer

We study the satisfiability of ordering constraint satisfaction problems (CSPs) above average. We prove the conjecture of Gutin, van Iersel, Mnich, and Yeo that the satisfiability above average of ordering CSPs of arity $k$ is…

数据结构与算法 · 计算机科学 2015-11-03 Konstantin Makarychev , Yury Makarychev , Yuan Zhou

Constraint satisfaction problems (or CSPs) have been extensively studied in, for instance, artificial intelligence, database theory, graph theory, and statistical physics. From a practical viewpoint, it is beneficial to approximately solve…

计算复杂性 · 计算机科学 2012-10-17 Tomoyuki Yamakami

We construct and analyze a message-passing algorithm for random constraint satisfaction problems (CSPs) at large clause density, generalizing work of El Alaoui, Montanari, and Sellke for Maximum Cut [arXiv:2111.06813] through a connection…

量子物理 · 物理学 2023-10-04 Antares Chen , Neng Huang , Kunal Marwaha

We investigate the `local consistency implies global consistency' principle of strict width among structures within the scope of the Bodirsky-Pinsker dichotomy conjecture for infinite-domain Constraint Satisfaction Problems (CSPs). Our main…

计算机科学中的逻辑 · 计算机科学 2024-02-16 Tomáš Nagy , Michael Pinsker

The Soft Happy Colouring (SHC) problem, a mathematical framework for identifying homophilic network structures, seeks to maximise the number of $\rho$-happy vertices, i.e. vertices with at least a proportion $\rho$ of neighbours that share…

社会与信息网络 · 计算机科学 2026-04-15 Mohammad Hadi Shekarriz , Asef Nazari , Dhananjay Thiruvady

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…

计算复杂性 · 计算机科学 2022-11-11 Lorenzo Ciardo , Stanislav Živný

A backdoor in a finite-domain CSP instance is a set of variables where each possible instantiation moves the instance into a polynomial-time solvable class. Backdoors have found many applications in artificial intelligence and elsewhere,…

计算复杂性 · 计算机科学 2022-11-21 Peter Jonsson , Victor Lagerkvist , Sebastian Ordyniak

The so-called algebraic approach to the constraint satisfaction problem (CSP) has been a prevalent method of the study of complexity of these problems since early 2000's. The core of this approach is the notion of polymorphisms which…

计算机科学中的逻辑 · 计算机科学 2026-05-15 Maximilian Hadek , Tomáš Jakl , Jakub Opršal

Feder-Vardi conjecture, which proposed that every finite-domain Constraint Satisfaction Problem (CSP) is either in P or it is NP-complete, has been solved independently by Bulatov and Zhuk almost ten years ago. Bodirsky-Pinsker conjecture…

计算复杂性 · 计算机科学 2026-04-06 Leonid Dorochko , Michał Wrona