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Defence against adversarial attacks using classical and quantum-enhanced Boltzmann machines


Dec 21, 2020
Aidan Kehoe, Peter Wittek, Yanbo Xue, Alejandro Pozas-Kerstjens

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* 14 pages, 1 figure 

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An Artificial Spiking Quantum Neuron


Jul 14, 2019
Lasse Bjørn Kristensen, Matthias Degroote, Peter Wittek, Alán Aspuru-Guzik, Nikolaj T. Zinner

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Machine Learning by Two-Dimensional Hierarchical Tensor Networks: A Quantum Information Theoretic Perspective on Deep Architectures


Oct 23, 2018
Ding Liu, Shi-Ju Ran, Peter Wittek, Cheng Peng, Raul Blázquez García, Gang Su, Maciej Lewenstein

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* 6 pages, 4 figures. The numerical results in this new version have been largely improved 

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Bayesian Deep Learning on a Quantum Computer


Jul 09, 2018
Zhikuan Zhao, Alejandro Pozas-Kerstjens, Patrick Rebentrost, Peter Wittek

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* 13 pages, 5 figures, code is available at https://gitlab.com/apozas/bayesian-dl-quantum/ 

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Quantum Machine Learning


May 10, 2018
Jacob Biamonte, Peter Wittek, Nicola Pancotti, Patrick Rebentrost, Nathan Wiebe, Seth Lloyd

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* Nature 549, 195-202 (2017) 
* 24 pages, 2 figures 

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Identifying Quantum Phase Transitions with Adversarial Neural Networks


Mar 31, 2018
Patrick Huembeli, Alexandre Dauphin, Peter Wittek

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* Phys. Rev. B 97, 134109 (2018) 
* 10 pages, 8 figures, computational appendix is available at https://github.com/PatrickHuembeli/Adversarial-Domain-Adaptation-for-Identifying-Phase-Transitions 

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Somoclu: An Efficient Parallel Library for Self-Organizing Maps


Jun 09, 2017
Peter Wittek, Shi Chao Gao, Ik Soo Lim, Li Zhao

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* Journal of Statistical Software, 78(9), 1-21 (2017) 
* 26 pages, 9 figures. The code is available at https://peterwittek.github.io/somoclu/ 

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Inductive supervised quantum learning


May 13, 2017
Alex Monràs, Gael Sentís, Peter Wittek

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* Phys. Rev. Lett. 118, 190503 (2017) 
* 6+10 pages 

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Learning in Quantum Control: High-Dimensional Global Optimization for Noisy Quantum Dynamics


Nov 25, 2016
Pantita Palittapongarnpim, Peter Wittek, Ehsan Zahedinejad, Shakib Vedaie, Barry C. Sanders

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* Neurocomputing 268 (2017) 116-126 
* 32 pages, 4 figures, extension of proceedings in ESANN 2016 conference submitted to Neurocomputing 

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Quantum Enhanced Inference in Markov Logic Networks


Nov 24, 2016
Peter Wittek, Christian Gogolin

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* Scientific Reports 7, 45672 (2017) 
* 8 pages, 1 figure 

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