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We present efficient counting and sampling algorithms for random $k$-SAT when the clause density satisfies $\alpha \le \frac{2^k}{\mathrm{poly}(k)}.$ In particular, the exponential term $2^k$ matches the satisfiability threshold…

数据结构与算法 · 计算机科学 2024-11-06 Zongchen Chen , Aditya Lonkar , Chunyang Wang , Kuan Yang , Yitong Yin

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

We prove that a random 3-SAT instance with clause-to-variable density less than 3.52 is satisfiable with high probability. The proof comes through an algorithm which selects (and sets) a variable depending on its degree and that of its…

组合数学 · 数学 2007-05-23 MohammadTaghi Hajiaghayi , Gregory B. Sorkin

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

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

Partly on the basis of heuristic arguments from physics it has been suggested that the performance of certain types of algorithms on random $k$-SAT formulas is linked to phase transitions that affect the geometry of the set of satisfying…

组合数学 · 数学 2017-11-17 Amin Coja-Oghlan , Amir Haqshenas , Samuel Hetterich

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

We consider "unconstrained" random $k$-XORSAT, which is a uniformly random system of $m$ linear non-homogeneous equations in $\mathbb{F}_2$ over $n$ variables, each equation containing $k \geq 3$ variables, and also consider a "constrained"…

组合数学 · 数学 2014-08-05 Boris Pittel , Gregory B. Sorkin

In this paper we study biased random K-SAT problems in which each logical variable is negated with probability $p$. This generalization provides us a crossover from easy to hard problems and would help us in a better understanding of the…

无序系统与神经网络 · 物理学 2009-11-10 A. Ramezanpour , S. Moghimi-Araghi

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

We study the structure of satisfying assignments of a random 3-SAT formula. In particular, we show that a random formula of density 4.453 or higher almost surely has no non-trivial "core" assignments. Core assignments are certain partial…

计算复杂性 · 计算机科学 2008-09-01 Elitza Maneva , Alistair Sinclair

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

It has been hypothesized that $k$-SAT is hard to solve for randomly chosen instances near the "critical threshold", where the clause-to-variable ratio is $2^k \ln 2-\theta(1)$. Feige's hypothesis for $k$-SAT says that for all sufficiently…

数据结构与算法 · 计算机科学 2018-10-16 Nikhil Vyas

Phase transition is an important feature of SAT problem. For random k-SAT model, it is proved that as r (ratio of clauses to variables) increases, the structure of solutions will undergo a sudden change like satisfiability phase transition…

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

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 describe an algorithm to solve the problem of Boolean CNF-Satisfiability when the input formula is chosen randomly. We build upon the algorithms of Sch{\"{o}}ning 1999 and Dantsin et al.~in 2002. The Sch{\"{o}}ning algorithm works by…

计算复杂性 · 计算机科学 2019-03-27 Andrea Lincoln , Adam Yedidia

We determine the thresholds for the number of variables, number of clauses, number of clause intersection pairs and the maximum clause degree of a k-CNF formula that guarantees satisfiability under the assumption that every two clauses…

离散数学 · 计算机科学 2010-06-16 Karthekeyan Chandrasekaran , Navin Goyal , Bernhard Haeupler

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

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

We study the satisfiability threshold and solution-space geometry of random constraint satisfaction problems defined over uniquely extendable (UE) constraints. Motivated by a conjecture of Connamacher and Molloy, we consider random $k$-ary…

组合数学 · 数学 2026-01-27 Pu Gao , Theodore Morrison