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Focused random walk with configuration checking and break minimum for satisfiability

  • Chuan Luo*
  • , Shaowei Cai
  • , Wei Wu
  • , Kaile Su
  • *Corresponding author for this work
  • Peking University
  • CSIRO
  • Zhejiang Normal University
  • Griffith University Queensland

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Stochastic local search (SLS) algorithms, especially those adopting the focused random walk (FRW) framework, have exhibited great effectiveness in solving satisfiable random 3-satisfiability (3-SAT) instances. However, they are still unsatisfactory in dealing with huge instances, and are usually sensitive to the clause-to-variable ratio of the instance. In this paper, we present a new FRW algorithm dubbed FrwCB, which behaves more satisfying in the above two aspects. The main idea is a new heuristic called CCBM, which combines a recent diversification strategy named configuration checking (CC) with the common break minimum (BM) variable-picking strategy. By combining CC and BM in a subtle way, CCBM significantly improves the performance of FrwCB, making FrwCB achieve state-of-the-art performance on a wide range of benchmarks. The experiments show that FrwCB significantly outperforms state-of-the-art SLS solvers on random 3-SAT instances, and competes well on random 5-SAT, random 7-SAT and structured instances.

Original languageEnglish
Title of host publicationPrinciples and Practice of Constraint Programming - 19th International Conference, CP 2013, Proceedings
Pages481-496
Number of pages16
DOIs
StatePublished - 2013
Externally publishedYes
Event19th International Conference on Principles and Practice of Constraint Programming, CP 2013 - Uppsala, Sweden
Duration: 16 Sep 201320 Sep 2013

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume8124 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference19th International Conference on Principles and Practice of Constraint Programming, CP 2013
Country/TerritorySweden
CityUppsala
Period16/09/1320/09/13

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