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This paper first analyzes the resolution complexity of two random CSP models (i.e. Model RB/RD) for which we can establish the existence of phase transitions and identify the threshold points exactly. By encoding CSPs into CNF formulas, it…

计算复杂性 · 计算机科学 2007-05-23 Ke Xu , Wei Li

Maximum satisfiability is a canonical NP-hard optimization problem that appears empirically hard for random instances. Let us say that a Conjunctive normal form (CNF) formula consisting of $k$-clauses is $p$-satisfiable if there exists a…

概率论 · 数学 2007-05-23 Dimitris Achlioptas , Assaf Naor , Yuval Peres

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

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

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

Phase transitions in combinatorial problems have recently been shown to be useful in locating "hard" instances of combinatorial problems. The connection between computational complexity and the existence of phase transitions has been…

计算复杂性 · 计算机科学 2016-11-17 Gabriel Istrate

We study a random system of cn linear equations over n variables in GF(2), where each equation contains exactly r variables; this is equivalent to r-XORSAT. Previous work has established a clustering threshold, c^*_r for this model: if…

计算复杂性 · 计算机科学 2017-02-03 Pu Gao , Michael Molloy

We present a simple argument which determines the critical value of the anomaly coefficient in four dimensional conformal factor quantum gravity, at which a phase transition between a smooth and elongated phase should occur. The argument is…

高能物理 - 理论 · 物理学 2009-10-30 I. Antoniadis , P. O. Mazur , E. Mottola

In this work we suggest a new model for generating random satisfiable k-CNF formulas. To generate such formulas -- randomly permute all 2^k\binom{n}{k} possible clauses over the variables x_1, ..., x_n, and starting from the empty formula,…

组合数学 · 数学 2008-07-29 Michael Krivelevich , Benny Sudakov , Dan Vilenchik

We consider the regular model of formula generation in conjunctive normal form (CNF) introduced by Boufkhad et. al. We derive an upper bound on the satisfiability threshold and NAE-satisfiability threshold for regular random $k$-SAT for any…

信息论 · 计算机科学 2010-04-26 Vishwambhar Rathi , Erik Aurell , Lars Rasmussen , Mikael Skoglund

The study of phase transition phenomenon of NP complete problems plays an important role in understanding the nature of hard problems. In this paper, we follow this line of research by considering the problem of counting solutions of…

人工智能 · 计算机科学 2011-02-25 Minghao Yin , Ping Huang

Let F be a random k-SAT formula on n variables, formed by selecting uniformly and independently m = rn out of all possible k-clauses. It is well-known that if r>2^k ln 2, then the formula F is unsatisfiable with probability that tends to 1…

计算复杂性 · 计算机科学 2007-05-23 Dimitris Achlioptas , Yuval Peres

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 satisfiability threshold for constraint satisfaction problems is that value of the ratio of constraints (or clauses) to variables, above which the probability that a random instance of the problem has a solution is zero in the large…

统计力学 · 物理学 2020-07-21 Supriya Krishnamurthy , Sumedha

We establish the satisfiability threshold for random $k$-SAT for all $k\ge k_0$, with $k_0$ an absolute constant. That is, there exists a limiting density $\alpha_*(k)$ such that a random $k$-SAT formula of clause density $\alpha$ is with…

概率论 · 数学 2021-04-16 Jian Ding , Allan Sly , Nike Sun

A matched formula is a CNF formula whose incidence graph admits a matching which matches a distinct variable to every clause. We study phase transition in a context of matched formulas and their generalization of biclique satisfiable…

数据结构与算法 · 计算机科学 2018-08-07 Miloš Chromý , Petr Kučera

A $k$-uniform, $d$-regular instance of Exact Cover is a family of $m$ sets $F_{n,d,k} = \{ S_j \subseteq \{1,...,n\} \}$, where each subset has size $k$ and each $1 \le i \le n$ is contained in $d$ of the $S_j$. It is satisfiable if there…

计算复杂性 · 计算机科学 2015-03-05 Cristopher Moore

In this paper we propose a new type of random CSP model, called Model RB, which is a revision to the standard Model B. It is proved that phase transitions from a region where almost all problems are satisfiable to a region where almost all…

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

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

This paper considers the problem of approximating the failure frequency of large-scale composite $k$-terminal reliability systems. In such systems, the nodes ($k$ of which are terminals) are connected through components which are subject to…

数据结构与算法 · 计算机科学 2017-12-29 Anoosheh Heidarzadeh , Alex Sprintson , Chanan Singh