Connections to statistical physics

Fabrizio Altarelli, Rémi Monasson, Guilhem Semerjian, Francesco Zamponi

Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

Abstract

This chapter surveys a part of the intense research activity that has been devoted by theoretical physicists to the study of randomly generated k-SAT instances. It can be at first sight surprising that there is a connection between physics and computer science. However low-temperature statistical mechanics concerns precisely the behaviour of the low-lying configurations of an energy landscape, in other words the optimization of a cost function. Moreover the ensemble of random k-SAT instances exhibit phase transitions, a phenomenon mostly studied in physics (think for instance at the transition between liquid and gaseous water). Besides the introduction of general concepts of statistical mechanics and their translations in computer science language, the chapter presents results on the location of the satisfiability transition, the detailed picture of the satisfiable regime and the various phase transitions it undergoes, and algorithmic issues for random k-SAT instances.

Original languageEnglish
Title of host publicationHandbook of Satisfiability
PublisherIOS Press
Pages569-611
Number of pages43
Edition1
ISBN (Print)9781586039295
DOIs
Publication statusPublished - 1 Jan 2009

Publication series

NameFrontiers in Artificial Intelligence and Applications
Number1
Volume185
ISSN (Print)0922-6389
ISSN (Electronic)1879-8314

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