{ "id": "0911.4328", "version": "v3", "published": "2009-11-23T06:06:33.000Z", "updated": "2010-07-02T02:53:55.000Z", "title": "Criticality and Heterogeneity in the Solution Space of Random Constraint Satisfaction Problems", "authors": [ "Haijun Zhou" ], "comment": "6 pages, 4 figures, final version as accepted by International Journal of Modern Physics B", "categories": [ "cond-mat.dis-nn" ], "abstract": "Random constraint satisfaction problems are interesting model systems for spin-glasses and glassy dynamics studies. As the constraint density of such a system reaches certain threshold value, its solution space may split into extremely many clusters. In this paper we argue that this ergodicity-breaking transition is preceded by a homogeneity-breaking transition. For random K-SAT and K-XORSAT, we show that many solution communities start to form in the solution space as the constraint density reaches a critical value alpha_cm, with each community containing a set of solutions that are more similar with each other than with the outsider solutions. At alpha_cm the solution space is in a critical state. The connection of these results to the onset of dynamical heterogeneity in lattice glass models is discussed.", "revisions": [ { "version": "v3", "updated": "2010-07-02T02:53:55.000Z" } ], "analyses": { "keywords": [ "random constraint satisfaction problems", "solution space", "heterogeneity", "criticality", "glassy dynamics studies" ], "tags": [ "journal article" ], "publication": { "doi": "10.1142/S0217979210056013", "journal": "International Journal of Modern Physics B", "year": 2010, "volume": 24, "number": 18, "pages": 3479 }, "note": { "typesetting": "TeX", "pages": 6, "language": "en", "license": "arXiv", "status": "editable", "adsabs": "2010IJMPB..24.3479Z" } } }