832 citations · 1.3k across the 79 of their papers we have counts for
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stat.ML2013
Universal Approximation Depth and Errors of Narrow Belief Networks with Discrete Units
Guido F. Montúfar
We generalize recent theoretical work on the minimal number of layers of narrow deep belief networks that can approximate any probability distribution on the states of their visibl…
stat.ML2013★ 4 cited
Discrete Restricted Boltzmann Machines
Guido Montufar, Jason Morton
We describe discrete restricted Boltzmann machines: probabilistic graphical models with bipartite interactions between visible and hidden discrete variables. Examples are binary re…