284 citations · 405 across the 19 of their papers we have counts for
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The power of quantum neural networks
Amira Abbas, David Sutter, Christa Zoufal +3
Fault-tolerant quantum computers offer the promise of dramatically improving machine learning through speed-ups in computation or improved model scalability. In the near-term, howe…
Variational Quantum Boltzmann Machines
Christa Zoufal, Aurélien Lucchi, Stefan Woerner
This work presents a novel realization approach to Quantum Boltzmann Machines (QBMs). The preparation of the required Gibbs states, as well as the evaluation of the loss function's…
Quantum Generative Adversarial Networks for Learning and Loading Random Distributions
Christa Zoufal, Aurélien Lucchi, Stefan Woerner
Quantum algorithms have the potential to outperform their classical counterparts in a variety of tasks. The realization of the advantage often requires the ability to load classica…