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Relationship between clustering and algorithmic phase transitions in the random k-XORSAT model and its NP-complete extensions

F Altarelli et al 2008 J. Phys.: Conf. Ser. 95 012013 (16pp)   doi: 10.1088/1742-6596/95/1/012013  Help

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F Altarelli1,2, R Monasson2 and F Zamponi2,3
1 Dipartimento di Fisica, Università di Roma "La Sapienza", P.le A. Moro 2, 00185 Roma, Italy
2 CNRS-Laboratoire de Physique Théorique, Ecole Normale Supérieure, 24 rue Lhomond, 75005 Paris, France
3 Service de Physique Théorique, Orme des Merisiers, CEA Saclay, 91191 Gif-sur-Yvette Cedex, France
E-mail: fabrizio.altarelli@roma1.infn.it

Abstract. We study the performances of stochastic heuristic search algorithms on Uniquely Extendible Constraint Satisfaction Problems with random inputs. We show that, for any heuristic preserving the Poissonian nature of the underlying instance, the (heuristic-dependent) largest ratio αa of constraints per variables for which a search algorithm is likely to find solutions is smaller than the critical ratio αd above which solutions are clustered and highly correlated. In addition we show that the clustering ratio can be reached when the number k of variables per constraints goes to infinity by the so-called Generalized Unit Clause heuristic.

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