Universal quantum neural network

Seminar

Speaker: Erik Torrontegui
When: Feb. 5 2020 11:30
Where: Erwin Schrödinger Saal, Innsbruck

We demonstrate that it is possible to implement a neural network with a sigmoid activation function as an efficient, many-body unitary operation. This unitary operation can be optimally implemented using an Ising model with a transverse field and fast quasi-adiabatic passage. The resulting operation is fully reversible and may have applications also in the realms of quantum sensing or variational estimation of many-body Hamiltonians. E. Torrontegui and J. J. García-Ripoll, EPL 125, 30004 (2019).

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