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We study the counting version of the Boolean satisfiability problem #SAT using the ZH-calculus, a graphical language originally introduced to reason about quantum circuits. Using this, we generalize #SAT to a weighted variant we call…

计算复杂性 · 计算机科学 2024-08-13 Tuomas Laakkonen , Konstantinos Meichanetzidis , John van de Wetering

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

An analysis of the average-case complexity of solving random 3-Satisfiability (SAT) instances with backtrack algorithms is presented. We first interpret previous rigorous works in a unifying framework based on the statistical physics…

数据结构与算法 · 计算机科学 2008-06-20 Simona Cocco , Remi Monasson

We introduce Monte Carlo Forest Search (MCFS), a class of reinforcement learning (RL) algorithms for learning policies in {tree MDPs}, for which policy execution involves traversing an exponential-sized tree. Examples of such problems…

人工智能 · 计算机科学 2024-07-16 Chris Cameron , Jason Hartford , Taylor Lundy , Tuan Truong , Alan Milligan , Rex Chen , Kevin Leyton-Brown

Fundamentally, every static program analyser searches for a proof through a combination of heuristics providing candidate solutions and a candidate validation technique. Essentially, the heuristic reduces a second-order problem to a…

计算机科学中的逻辑 · 计算机科学 2015-01-20 Cristina David , Daniel Kroening , Matt Lewis

The Satisfiability (SAT) problem is a core challenge with significant applications in software engineering, including automated testing, configuration management, and program verification. This paper presents SolSearch, a novel framework…

软件工程 · 计算机科学 2025-02-21 Junjie Sheng , Yanqiu Lin , Jiehao Wu , Yanhong Huang , Jianqi Shi , Min Zhang , Xiangfeng Wang

We study the Boolean Satisfiability problem (SAT) in the framework of diversity, where one asks for multiple solutions that are mutually far apart (i.e., sufficiently dissimilar from each other) for a suitable notion of…

数据结构与算法 · 计算机科学 2024-12-16 Neeldhara Misra , Harshil Mittal , Ashutosh Rai

This paper refutes the validity of the polynomial-time algorithm for solving satisfiability proposed by Sergey Gubin. Gubin introduces the algorithm using 3-SAT and eventually expands it to accept a broad range of forms of the Boolean…

计算复杂性 · 计算机科学 2008-04-18 Ian Christopher , Dennis Huo , Bryan Jacobs

The aim of the paper is to answer a long-standing open problem on the relationship between NP and BQP. The paper shows that BQP contains NP by proposing a BQP quantum algorithm for the MAX-E3-SAT problem which is a fundamental NP-hard…

计算复杂性 · 计算机科学 2015-07-28 Ahmed Younes , Jonathan E. Rowe

The Boolean satisfiability problem (SAT) is a well-known example of monotonic reasoning, of intense practical interest due to fast solvers, complemented by rigorous fine-grained complexity results. However, for non-monotonic reasoning,…

计算复杂性 · 计算机科学 2025-05-16 Victor Lagerkvist , Mohamed Maizia , Johannes Schmidt

The phase selection is an important of a SAT Solver based on conflict-driven DPLL. This paper presents a new phase selection strategy, in which the weight of each literal is defined as the sum of its implied-literals static weights. The…

计算机科学中的逻辑 · 计算机科学 2012-08-09 Jingchao Chen

Our work presents a novel reinforcement learning (RL) based framework to optimize heuristic selection within the conflict-driven clause learning (CDCL) process, improving the efficiency of Boolean satisfiability (SAT) solving. The proposed…

计算与语言 · 计算机科学 2025-12-05 Muyu Pan , Matthew Walter , Dheeraj Kodakandla , Mahfuza Farooque

In this work we propose and analyze a simple randomized algorithm to find a satisfiable assignment for a Boolean formula in conjunctive normal form (CNF) having at most 3 literals in every clause. Given a k-CNF formula phi on n variables,…

数据结构与算法 · 计算机科学 2020-08-11 Subhas Kumar Ghosh , Janardan Misra

We present a constructive SAT-based algorithm to determine the multiplicative complexity of a Boolean function, i.e., the smallest number of AND gates in any logic network that consists of 2-input AND gates, 2-input XOR gates, and…

数据结构与算法 · 计算机科学 2020-05-06 Mathias Soeken

To test incomplete search algorithms for constraint satisfaction problems such as 3-SAT, we need a source of hard, but satisfiable, benchmark instances. A simple way to do this is to choose a random truth assignment A, and then choose…

人工智能 · 计算机科学 2011-11-09 Haixia Jia , Cristopher Moore , Doug Strain

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

Maximum Satisfiability (MaxSAT) is an optimization variant of the Boolean Satisfiability (SAT) problem. In general, MaxSAT algorithms perform a succession of SAT solver calls to reach an optimum solution making extensive use of cardinality…

计算机科学中的逻辑 · 计算机科学 2014-08-21 Ruben Martins , Saurabh Joshi , Vasco Manquinho , Ines Lynce

In order to classify the indeterministic termination behavior of the open source SAT solver CryptoMiniSat in multi-threading mode while processing hard to solve boolean satisfiability problem instances, internal solver runtime parameters…

人工智能 · 计算机科学 2021-12-20 A. -M. Leventi-Peetz , Jörg-Volker Peetz , Martina Rohde

MaxSAT is an optimization version of the famous NP-complete Satisfiability problem (SAT). Algorithms for MaxSAT mainly include complete solvers and local search incomplete solvers. In many complete solvers, once a better solution is found,…

人工智能 · 计算机科学 2024-01-22 Jiongzhi Zheng , Zhuo Chen , Chu-Min Li , Kun He

This paper develops a parallel computational solver for computing all satifying assignments of a Boolean system of equations defined by Boolean functions of several variables. While there are we known solvers for satisfiability of Boolean…

数据结构与算法 · 计算机科学 2017-02-07 Virendra Sule