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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

Random $K$-satisfiability ($K$-SAT) is a model system for studying typical-case complexity of combinatorial optimization. Recent theoretical and simulation work revealed that the solution space of a random $K$-SAT formula has very rich…

无序系统与神经网络 · 物理学 2015-05-13 Haijun Zhou

A solution to a 3-satisfiability (3-SAT) formula can be expanded into a cluster, all other solutions of which are reachable from this one through a sequence of single-spin flips. Some variables in the solution cluster are frozen to the same…

无序系统与神经网络 · 物理学 2009-03-17 Kang Li , Hui Ma , Haijun Zhou

Random $K$-satisfiability ($K$-SAT) is a paradigmatic model system for studying phase transitions in constraint satisfaction problems and for developing empirical algorithms. The statistical properties of the random $K$-SAT solution space…

无序系统与神经网络 · 物理学 2020-07-08 Han Zhao , Hai-Jun Zhou

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

We study the set of solutions of random k-satisfiability formulae through the cavity method. It is known that, for an interval of the clause-to-variables ratio, this decomposes into an exponential number of pure states (clusters). We refine…

无序系统与神经网络 · 物理学 2009-11-13 Andrea Montanari , Federico Ricci-Tersenghi , Guilhem Semerjian

Random constraint satisfaction problems are interesting model systems for spin-glasses and glassy dynamics studies. As the constraint density of such a system reaches certain threshold value, its solution space may split into extremely many…

无序系统与神经网络 · 物理学 2015-05-14 Haijun Zhou

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

The distribution of overlaps of solutions of a random CSP is an indicator of the overall geometry of its solution space. For random $k$-SAT, nonrigorous methods from Statistical Physics support the validity of the ``one step replica…

离散数学 · 计算机科学 2007-05-23 Gabriel Istrate

The solution-space structure of the 3-Satisfiability Problem (3-SAT) is studied as a function of the control parameter alpha (ratio of number of clauses to the number of variables) using numerical simulations. For this purpose, one has to…

无序系统与神经网络 · 物理学 2015-05-18 Alexander Mann , A. K. Hartmann

In a broad class of sparse random constraint satisfaction problems(CSP), deep heuristics from statistical physics predict that there is a condensation phase transition before the satisfiability threshold, governed by one-step replica…

概率论 · 数学 2023-12-14 Danny Nam , Allan Sly , Youngtak Sohn

We study the random K-satisfiability problem using a partition function where each solution is reweighted according to the number of variables that satisfy every clause. We apply belief propagation and the related cavity method to the…

无序系统与神经网络 · 物理学 2014-11-20 Florent Krzakala , Marc Mézard , Lenka Zdeborová

We investigate geometrical properties of the random K-satisfiability problem using the notion of x-satisfiability: a formula is x-satisfiable if there exist two SAT assignments differing in Nx variables. We show the existence of a sharp…

无序系统与神经网络 · 物理学 2008-03-20 Hervé Daudé , Marc Mezard , Thierry Mora , Riccardo Zecchina

We study a class of random 3-SAT instances having exactly one solution. The properties of this ensemble considerably differ from those of a random 3-SAT ensemble. It is numerically shown that the running time of several complete and…

人工智能 · 计算机科学 2007-05-23 Marko Znidaric

Using the cavity equations of \cite{mezard:parisi:zecchina:02,mezard:zecchina:02}, we derive the various threshold values for the number of clauses per variable of the random $K$-satisfiability problem, generalizing the previous results to…

计算复杂性 · 计算机科学 2007-05-23 Stephan Mertens , Marc Mezard , Riccardo Zecchina

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

Boolean satisfiability [1] (k-SAT) is one of the most studied optimization problems, as an efficient (that is, polynomial-time) solution to k-SAT (for $k\geq 3$) implies efficient solutions to a large number of hard optimization problems…

计算复杂性 · 计算机科学 2012-08-03 Maria Ercsey-Ravasz , Zoltan Toroczkai

The structure of satisfiability problems is used to improve search algorithms for quantum computers and reduce their required coherence times by using only a single coherent evaluation of problem properties. The structure of random k-SAT…

量子物理 · 物理学 2009-10-06 Tad Hogg

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

We study geometrical properties of the complete set of solutions of the random 3-satisfiability problem. We show that even for moderate system sizes the number of clusters corresponds surprisingly well with the theoretic asymptotic…

统计力学 · 物理学 2008-10-02 John Ardelius , Lenka Zdeborová
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