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For several models of random constraint satisfaction problems, it was conjectured by physicists and later proved that a sharp satisfiability transition occurs. For random $k$-SAT and related models it happens at clause density $\alpha$…

概率论 · 数学 2019-05-16 Zsolt Bartha , Nike Sun , Yumeng Zhang

Recent work has made substantial progress in understanding the transitions of random constraint satisfaction problems. In particular, for several of these models, the exact satisfiability threshold has been rigorously determined, confirming…

概率论 · 数学 2023-11-09 Allan Sly , Nike Sun , Yumeng Zhang

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 local behavior of typical solutions of random constraint satisfaction problems (CSP) describes many important phenomena including clustering thresholds, decay of correlations, and the behavior of message passing algorithms. When the…

概率论 · 数学 2025-02-25 Allan Sly , Youngtak Sohn

Continuing our earlier work in \cite{nss20a}, we study the random regular k-NAE-SAT model in the condensation regime. In \cite{nss20a}, the 1RSB properties of the model were established with positive probability. In this paper, we improve…

概率论 · 数学 2023-12-19 Danny Nam , Allan Sly , Youngtak Sohn

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 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

We reconsider the one-step replica-symmetry-breaking (1RSB) solutions of two random combinatorial problems: k-XORSAT and k-SAT. We present a general method for establishing the stability of these solutions with respect to further steps of…

无序系统与神经网络 · 物理学 2009-11-10 Andrea Montanari , Giorgio Parisi , Federico Ricci-Tersenghi

The solution space of a K-satisfiability (K-SAT) formula is a collection of solution clusters, each of which contains all the solutions that are mutually reachable through a sequence of single-spin flips. Knowledge of the statistical…

无序系统与神经网络 · 物理学 2009-12-20 Haijun Zhou , Hui Ma

The best current estimates of the thresholds for the existence of solutions in random constraint satisfaction problems ('CSPs') mostly derive from the first and the second moment method. Yet apart from a very few exceptional cases these…

离散数学 · 计算机科学 2017-11-17 Amin Coja-Oghlan , Konstantinos Panagiotou

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

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

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

Random constraint satisfaction problems (CSP) have been studied extensively using statistical physics techniques. They provide a benchmark to study average case scenarios instead of the worst case one. The interplay between statistical…

无序系统与神经网络 · 物理学 2017-06-06 Silvio Franz , Giorgio Parisi , Maksim Sevelev , Pierfrancesco Urbani , Francesco Zamponi

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

The promise constraint satisfaction problem (PCSP) is a recently introduced vast generalisation of the constraint satisfaction problem (CSP) that captures approximability of satisfiable instances. A PCSP instance comes with two forms of…

计算复杂性 · 计算机科学 2023-01-31 Alex Brandts , Stanislav Živný

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

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

The Random K-Satisfiability Problem, consisting in verifying the existence of an assignment of N Boolean variables that satisfy a set of M=alpha N random logical clauses containing K variables each, is studied using the replica symmetric…

无序系统与神经网络 · 物理学 2009-10-28 R. Monasson , R. Zecchina

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
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