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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

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* 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

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* 14 pages, 16 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

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

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