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Random instances of Constraint Satisfaction Problems (CSP's) appear to be hard for all known algorithms, when the number of constraints per variable lies in a certain interval. Contributing to the general understanding of the structure of…

离散数学 · 计算机科学 2009-04-20 Andrea Montanari , Ricardo Restrepo , Prasad Tetali

The constraint satisfaction probem (CSP) is a well-acknowledged framework in which many combinatorial search problems can be naturally formulated. The CSP may be viewed as the problem of deciding the truth of a logical sentence consisting…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Hubie Chen

Models of confluent tissues are built out of tessellations of the space (both in two and three dimensions) in which the cost function is constructed in such a way that individual cells try to optimize their volume and surface in order to…

无序系统与神经网络 · 物理学 2023-06-13 Pierfrancesco Urbani

A constraint satisfaction problem (CSP) is a computational problem where the input consists of a finite set of variables and a finite set of constraints, and where the task is to decide whether there exists a satisfying assignment of values…

计算复杂性 · 计算机科学 2019-04-23 Manuel Bodirsky

We determine the exact threshold of satisfiability for random instances of a particular NP-complete constraint satisfaction problem (CSP). This is the first random CSP model for which we have determined a precise linear satisfiability…

离散数学 · 计算机科学 2012-02-06 Harold Connamacher , Michael Molloy

In this paper we study the solution space structure of model RB, a standard prototype of Constraint Satisfaction Problem (CSPs) with growing domains. Using rigorous the first and the second moment method, we show that in the solvable phase…

无序系统与神经网络 · 物理学 2016-01-20 Wei Xu , Pan Zhang , Tian Liu , Fuzhou Gong

Random instances of constraint satisfaction problems such as k-SAT provide challenging benchmarks. If there are m constraints over n variables there is typically a large range of densities r=m/n where solutions are known to exist with…

离散数学 · 计算机科学 2009-11-13 Amin Coja-Oghlan

The exponential-time hypothesis (ETH) states that 3-SAT is not solvable in subexponential time, i.e. not solvable in O(c^n) time for arbitrary c > 1, where n denotes the number of variables. Problems like k-SAT can be viewed as special…

计算复杂性 · 计算机科学 2017-06-20 Peter Jonsson , Victor Lagerkvist , Biman Roy

The constraint satisfaction problem (CSP) is a computational problem that includes a range of important problems in computer science. We point out that fundamental concepts of the CSP, such as the solution set of an instance and…

范畴论 · 数学 2022-11-04 Soichiro Fujii , Yuni Iwamasa , Kei Kimura

Criticality in statistical physics naturally emerges at isolated points in the phase diagram. Jamming of spheres is not an exception: varying density, it is the critical point that separates the unjammed phase where spheres do not overlap…

无序系统与神经网络 · 物理学 2019-09-18 Silvio Franz , Antonio Sclocchi , Pierfrancesco Urbani

The typical complexity of Constraint Satisfaction Problems (CSPs) can be investigated by means of random ensembles of instances. The latter exhibit many threshold phenomena besides their satisfiability phase transition, in particular a…

无序系统与神经网络 · 物理学 2019-03-29 Louise Budzynski , Federico Ricci-Tersenghi , Guilhem Semerjian

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

An instance of a random constraint satisfaction problem defines a random subset S (the set of solutions) of a large product space (the set of assignments). We consider two prototypical problem ensembles (random k-satisfiability and…

Random Constraint Satisfaction Problems exhibit several phase transitions when their density of constraints is varied. One of these threshold phenomena, known as the clustering or dynamic transition, corresponds to a transition for an…

无序系统与神经网络 · 物理学 2020-11-19 Louise Budzynski , Guilhem Semerjian

In the last two decades the study of random instances of constraint satisfaction problems (CSPs) has flourished across several disciplines, including computer science, mathematics and physics. The diversity of the developed methods, on the…

组合数学 · 数学 2025-07-02 Konstantinos Panagiotou , Matija Pasch

To study the structure of solutions for random k-SAT and random CSPs, this paper introduces the concept of average similarity degree to characterize how solutions are similar to each other. It is proved that under certain conditions, as r…

人工智能 · 计算机科学 2007-05-23 Ke Xu , Wei Li

Propositional satisfiability (SAT) is one of the most fundamental problems in computer science. Its worst-case hardness lies at the core of computational complexity theory, for example in the form of NP-hardness and the (Strong) Exponential…

离散数学 · 计算机科学 2022-09-02 Tobias Friedrich , Ralf Rothenberger

Constraint Satisfaction Problems are ubiquitous in fields ranging from the physics of solids to artificial intelligence. In many cases, such systems undergo a transition when the ratio of constraints to variables reaches some value…

统计力学 · 物理学 2025-03-25 Michael Winer , Aidan Herderschee

Constraint satisfaction problems (CSPs) models many important intractable NP-hard problems such as propositional satisfiability problem (SAT). Algorithms with non-trivial upper bounds on running time for restricted SAT with bounded clause…

数据结构与算法 · 计算机科学 2008-01-22 Liang Li , Xin Li , Tian Liu , Ke Xu

Critical jamming transitions are characterized by an astonishing degree of universality. Analytic and numerical evidence points to the existence of a large universality class that encompasses finite and infinite dimensional spheres and…

无序系统与神经网络 · 物理学 2019-10-23 Silvio Franz , Sungmin Hwang , Pierfrancesco Urbani
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