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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 $K$-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

The random k-SAT model is the most important and well-studied distribution over k-SAT instances. It is closely connected to statistical physics; it is used as a testbench for satisfiability algorithms, and average-case hardness over this…

计算复杂性 · 计算机科学 2017-03-08 Noah Fleming , Denis Pankratov , Toniann Pitassi , Robert Robere

We study the satisfiability of randomly generated formulas formed by $M$ clauses of exactly $K$ literals over $N$ Boolean variables. For a given value of $N$ the problem is known to be most difficult with $\alpha=M/N$ close to the…

计算复杂性 · 计算机科学 2007-05-23 A. Braunstein , M. Mezard , R. Zecchina

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

We study a simple and exactly solvable model for the generation of random satisfiability problems. These consist of $\gamma N$ random boolean constraints which are to be satisfied simultaneously by $N$ logical variables. In…

无序系统与神经网络 · 物理学 2009-10-31 F. Ricci-Tersenghi , M. Weigt , R. Zecchina

We consider the random regular $k$-NAE-SAT problem with $n$ variables each appearing in exactly $d$ clauses. For all $k$ exceeding an absolute constant $k_0$, we establish explicitly the satisfiability threshold $d_*=d_*(k)$. We prove that…

概率论 · 数学 2013-10-18 Jian Ding , Allan Sly , Nike Sun

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

There has been much recent interest in the satisfiability of random Boolean formulas. A random k-SAT formula is the conjunction of m random clauses, each of which is the disjunction of k literals (a variable or its negation). It is known…

概率论 · 数学 2012-06-19 David B. Wilson

We consider the K-satisfiability problem on a regular d-ary rooted tree. For this model, we demonstrate how we can calculate in closed form, the moments of the total number of solutions as a function of d and K, where the average is over…

统计力学 · 物理学 2015-05-30 Supriya Krishnamurthy , Sumedha

We study an Achlioptas-process version of the random k-SAT process: a bounded number of k-clauses are drawn uniformly at random at each step, and exactly one added to the growing formula according to a particular rule. We prove the…

组合数学 · 数学 2013-10-16 Will Perkins

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

A variational approach to finite connectivity spin-glass-like models is developed and applied to describe the structure of optimal solutions in random satisfiability problems. Our variational scheme accurately reproduces the known replica…

无序系统与神经网络 · 物理学 2009-10-31 Giulio Biroli , Remi Monasson , Martin Weigt

The (2+p)-Satisfiability (SAT) problem interpolates between different classes of complexity theory and is believed to be of basic interest in understanding the onset of typical case complexity in random combinatorics. In this paper, a…

无序系统与神经网络 · 物理学 2009-10-31 Remi Monasson , Riccardo Zecchina

Let $\Phi$ be a random $k$-SAT formula in which every variable occurs precisely $d$ times positively and $d$ times negatively. Assuming that $k$ is sufficiently large and that $d$ is slightly below the critical degree where the formula…

组合数学 · 数学 2016-11-11 Amin Coja-Oghlan , Nick Wormald

Form a random k-SAT formula on n variables by selecting uniformly and independently m=rn clauses out of all 2^k (n choose k) possible k-clauses. The Satisfiability Threshold Conjecture asserts that for each k there exists a constant r_k…

统计力学 · 物理学 2009-09-29 Dimitris Achlioptas , Cristopher Moore

While 3-SAT is NP-hard, 2-SAT is solvable in polynomial time. Austrin, Guruswami, and H\r{a}stad roved a result known as "$(2+\varepsilon)$-SAT is NP-hard" [FOCS'14/SICOMP'17]. They showed that the problem of distinguishing k-CNF formulas…

离散数学 · 计算机科学 2021-09-10 Alex Brandts , Marcin Wrochna , Stanislav Živný

Much of the recent work on random constraint satisfaction problems has been inspired by ingenious but non-rigorous approaches from physics. The physics predictions typically come in the form of distributional fixed point problems that are…

概率论 · 数学 2015-10-08 Victor Bapst , Amin Coja-Oghlan

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

The evaluation of incomplete satisfiability solvers depends critically on the availability of hard satisfiable instances. A plausible source of such instances consists of random k-SAT formulas whose clauses are chosen uniformly from among…

人工智能 · 计算机科学 2007-05-23 Dimitris Achlioptas , Haixia Jia , Cristopher Moore