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We study a rather broad class of optimal partition problems with respect to monotone and coercive functional costs that involve the Dirichlet eigenvalues of the partitions. We show a sharp regularity result for the entire set of minimizers for a natural relaxed version of the original problem, together with the regularity of eigenfunctions and a universal free boundary condition. Among others, our result covers the cases of the following functional costs where $(\omega_1, \dots, \omega_m)\lambda_{j}(\omega_i)j\omega_i$ with zero Dirichlet boundary conditions.

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