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cond-mat.dis-nn2018★ 10 cited
Free energies of Boltzmann Machines: self-averaging, annealed and replica symmetric approximations in the thermodynamic limit
Elena Agliari, Adriano Barra, Brunello Tirozzi
Restricted Boltzmann machines (RBMs) constitute one of the main models for machine statistical inference and they are widely employed in Artificial Intelligence as powerful tools f…
cond-mat.dis-nn2002★ 1 cited
Central limit theorems for order parameters of the Gardner problem
M. Shcherbina, B. Tirozzi
Fluctuations of the order parameters of the Gardner model for any are studied. It is proved that they converge in distribution to a family of jointly Gaussian random variab…