vix.ing · top · new · best · stats · spec

From k-SAT to k-CSP: Two Generalized Algorithms

2008/01/21 by Li, Liang, Li, Xin, Liu, Tian +1
#Artificial Intelligence (cs.AI) #Computational Complexity (cs.CC) #Data Structures and Algorithms (cs.DS) #F.2.2 #FOS: Computer and information sciences

paper · doi:10.48550/arxiv.0801.3147

Abstract

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 length k (k-SAT) can be classified into three styles: DPLL-like, PPSZ-like and Local Search, with local search algorithms having already been generalized to CSP with bounded constraint arity k (k-CSP). We generalize a DPLL-like algorithm in its simplest form and a PPSZ-like algorithm from k-SAT to k-CSP. As far as we know, this is the first attempt to use PPSZ-like strategy to solve k-CSP, and before little work has been focused on the DPLL-like or PPSZ-like strategies for k-CSP.

Related