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In the last 30 years it was found that many combinatorial systems undergo phase transitions. One of the most important examples of these can be found among the random k-satisfiability problems (often referred to as k-SAT), asking whether…

数据分析、统计与概率 · 物理学 2010-02-02 K. A. Zweig , G. Palla , T. Vicsek

An active topic in the study of random constraint satisfaction problems (CSPs) is the geometry of the space of satisfying or almost satisfying assignments as the function of the density, for which a precise landscape of predictions has been…

数据结构与算法 · 计算机科学 2021-06-25 Jun-Ting Hsieh , Sidhanth Mohanty , Jeff Xu

We initiate the study of constraint satisfaction problems (CSPs) in the presence of counting quantifiers, which may be seen as variants of CSPs in the mould of quantified CSPs (QCSPs). We show that a single counting quantifier strictly…

计算复杂性 · 计算机科学 2011-12-14 Florent Madelaine , Barnaby Martin , Juraj Stacho

We study the structure of the solution space and behavior of local search methods on random 3-SAT problems close to the SAT/UNSAT transition. Using the overlap measure of similarity between different solutions found on the same problem…

统计力学 · 物理学 2009-11-13 John Ardelius , Erik Aurell , Supriya Krishnamurthy

Constraint satisfaction problem (CSP) is a well-studied combinatorial search problem, in which we are asked to find an assignment of values to given variables so as to satisfy all of given constraints. We study a reconfiguration variant of…

数据结构与算法 · 计算机科学 2018-12-31 Tatsuhiko Hatanaka , Takehiro Ito , Xiao Zhou

The XOR-satisfiability (XORSAT) problem requires finding an assignment of $n$ Boolean variables that satisfy $m$ exclusive OR (XOR) clauses, whereby each clause constrains a subset of the variables. We consider random XORSAT instances,…

离散数学 · 计算机科学 2015-09-10 Morteza Ibrahimi , Yash Kanoria , Matt Kraning , Andrea Montanari

The solution space of a K-satisfiability (K-SAT) formula is a collection of solution clusters, each of which contains all the solutions that are mutually reachable through a sequence of single-spin flips. Knowledge of the statistical…

无序系统与神经网络 · 物理学 2009-12-20 Haijun Zhou , Hui Ma

Constraint satisfaction problems (CSPs) are a class of problems that are ubiquitous in science and engineering. It features a collection of constraints specified over subsets of variables. A CSP can be solved either directly or by reducing…

计算物理 · 物理学 2025-01-03 Xuanzhao Gao , Xiaofeng Li , Jinguo Liu

The random K-satisfiability (K-SAT) problem is an important problem for studying typical-case complexity of NP-complete combinatorial satisfaction; it is also a representative model of finite-connectivity spin-glasses. In this paper we…

无序系统与神经网络 · 物理学 2015-05-18 Haijun Zhou

Constrained sampling and counting are two fundamental problems in artificial intelligence with a diverse range of applications, spanning probabilistic reasoning and planning to constrained-random verification. While the theory of these…

Using elementary rigorous methods we prove the existence of a clustered phase in the random $K$-SAT problem, for $K\geq 8$. In this phase the solutions are grouped into clusters which are far away from each other. The results are in…

无序系统与神经网络 · 物理学 2007-05-23 M. Mezard , T. Mora , R. Zecchina

This thesis is divided in two parts. The first presents an overview of known results in statistical mechanics of disordered systems and its approach to random combinatorial optimization problems. The second part is a discussion of two…

统计力学 · 物理学 2008-01-21 Fabrizio Altarelli

The set of solutions of random constraint satisfaction problems (zero energy groundstates of mean-field diluted spin glasses) undergoes several structural phase transitions as the amount of constraints is increased. This set first breaks…

统计力学 · 物理学 2007-12-19 Guilhem Semerjian

In this short paper we present a survey of some results concerning the random SAT problems. To elaborate, the Boolean Satisfiability (SAT) Problem refers to the problem of determining whether a given set of $m$ Boolean constraints over $n$…

We study a model of constraint satisfaction problems geared towards instances with few variables but with domain of unbounded size (udCSP). Our model is inspired by recent work on FPT algorithms for MinCSP where frequently both upper and…

数据结构与算法 · 计算机科学 2025-08-25 Peter Jonsson , Victor Lagerkvist , Jorke M. de Vlas , Magnus Wahlström

The fixed template Promise Constraint Satisfaction Problem (PCSP) is a recently proposed significant generalization of the fixed template CSP, which includes approximation variants of satisfiability and graph coloring problems. All the…

计算复杂性 · 计算机科学 2019-09-12 Libor Barto

Many NP-complete constraint satisfaction problems appear to undergo a "phase transition'' from solubility to insolubility when the constraint density passes through a critical threshold. In all such cases it is easy to derive upper bounds…

统计力学 · 物理学 2007-05-23 Dimitris Achlioptas , Cristopher Moore

For a large number of random constraint satisfaction problems, such as random k-SAT and random graph and hypergraph coloring, there are very good estimates of the largest constraint density for which solutions exist. Yet, all known…

计算复杂性 · 计算机科学 2007-05-23 Dimitris Achlioptas , Federico Ricci-Tersenghi

Planting a solution into the random RB model, which is a prototype of random constraint satisfaction problem (CSP) with growing domains, can generate very hard satisfiable CSP benchmarks. We study the solution space structure of the planted…

无序系统与神经网络 · 物理学 2022-03-14 Wei Xu , Zhe Zhang

Given $k$ collections of 2SAT clauses on the same set of variables $V$, can we find one assignment that satisfies a large fraction of clauses from each collection? We consider such simultaneous constraint satisfaction problems, and design…

数据结构与算法 · 计算机科学 2014-07-30 Amey Bhangale , Swastik Kopparty , Sushant Sachdeva