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We investigate the properties of the thermodynamic limit in a general bipartite spin network with pairwise interactions. This is done by integrating one of the the spin groups, to transform the bipartite problem into a single group problem with a non-linear Hamiltonian. The transformed model is also relevant due to similarity with the LCVAE architecture.

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