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Toward the Implementation of a Quantum RBM

Abstract:

Quantum computers promise the ability to solve many types of difficult computational problems efficiently. It turns out that Boltzmann Machines are ideal candidates for implementation on a quantum computer, due to their close relationship to the Ising model from statistical physics. In this paper we describe how to use quantum hardware to train Boltzmann Machines with connections between latent units. We also describe the architecture we are targeting and discuss difficulties we face in apply...

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Misha Denil More by this author
Nando de Freitas More by this author
Publication date:
2011
URN:
uuid:ea79d085-6f08-4341-9af1-5a3972542bfa
Local pid:
cs:7461

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