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We prove existence of partitions of an open set with a given number of phases, which minimize the sum of the fractional perimeters of all the phases, with Dirichlet boundary conditions. In two dimensions we show that, if the fractional parameter is sufficiently close to , the only singular minimal cone, that is, the only minimal partition invariant by dilations and with a singular point, is given by three half-lines meeting at degrees. In the case of a weighted sum of fractional perimeters, we show that there exists a unique minimal cone with three phases.

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