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A Path Towards Quantum Advantage in Training Deep Generative Models with Quantum Annealers

Dec 04, 2019
Walter Vinci, Lorenzo Buffoni, Hossein Sadeghi, Amir Khoshaman, Evgeny Andriyash, Mohammad H. Amin

* 20 pages, 14 figures 

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PixelVAE++: Improved PixelVAE with Discrete Prior

Aug 26, 2019
Hossein Sadeghi, Evgeny Andriyash, Walter Vinci, Lorenzo Buffoni, Mohammad H. Amin

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Quantum-Assisted Genetic Algorithm

Jun 24, 2019
James King, Masoud Mohseni, William Bernoudy, Alexandre Fréchette, Hossein Sadeghi, Sergei V. Isakov, Hartmut Neven, Mohammad H. Amin

* 13 pages, 5 figures, presented at AQC 2019 

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GumBolt: Extending Gumbel trick to Boltzmann priors

May 18, 2018
Amir H. Khoshaman, Mohammad H. Amin

* 12 pages, 2 Figures, 2 Tables 

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Quantum Variational Autoencoder

Feb 15, 2018
Amir Khoshaman, Walter Vinci, Brandon Denis, Evgeny Andriyash, Mohammad H. Amin

* 12 pages, 3 figures, 2 tables 

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