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Expressive power of tensor-network factorizations for probabilistic modeling, with applications from hidden Markov models to quantum machine learning


Jul 08, 2019
Ivan Glasser, Ryan Sweke, Nicola Pancotti, Jens Eisert, J. Ignacio Cirac

* 14 pages + 13 pages supplementary material, code available at http://github.com/glivan/tensor_networks_for_probabilistic_modeling 

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Supervised learning with generalized tensor networks


Jun 15, 2018
Ivan Glasser, Nicola Pancotti, J. Ignacio Cirac

* 14 pages, 16 figures 

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Quantum Machine Learning


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

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

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Neural-Network Quantum States, String-Bond States, and Chiral Topological States


Mar 07, 2018
Ivan Glasser, Nicola Pancotti, Moritz August, Ivan D. Rodriguez, J. Ignacio Cirac

* Phys. Rev. X 8, 011006 (2018) 
* 15 pages, 7 figures 

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Supervised quantum gate "teaching" for quantum hardware design


Jul 20, 2016
Leonardo Banchi, Nicola Pancotti, Sougato Bose

* Proceedings of the European Symposium on Artificial Neural Networks 2016 
* 6 pages, 1 figure, based on arXiv:1509.04298 

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