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05/08/2021
Quantum Machine Learning For Classical Data
In this dissertation, we study the intersection of quantum computing and...
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01/28/2020
Fast quantum learning with statistical guarantees
Within the framework of statistical learning theory it is possible to bo...
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05/23/2019
Generative training of quantum Boltzmann machines with hidden units
In this article we provide a method for fully quantum generative trainin...
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06/01/2018
Adversarial quantum circuit learning for pure state approximation
Adversarial learning is one of the most successful approaches to modelli...
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05/22/2018
Universal discriminative quantum neural networks
Quantum mechanics fundamentally forbids deterministic discrimination of ...
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04/06/2018
Approximating Hamiltonian dynamics with the Nyström method
Simulating the time-evolution of quantum mechanical systems is BQP-hard ...
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03/22/2018
A quantum algorithm for simulating non-sparse Hamiltonians
We present a quantum algorithm for simulating the dynamics of Hamiltonia...
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02/22/2018
Quantum linear systems algorithms: a primer
The Harrow-Hassidim-Lloyd (HHL) quantum algorithm for sampling from the ...
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07/26/2017
