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03/11/2021
Tensor networks and efficient descriptions of classical data
We investigate the potential of tensor network based machine learning me...
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01/20/2021
Enhancing Generative Models via Quantum Correlations
Generative modeling using samples drawn from the probability distributio...
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07/08/2019
Expressive power of tensor-network factorizations for probabilistic modeling, with applications from hidden Markov models to quantum machine learning
Tensor-network techniques have enjoyed outstanding success in physics, a...
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07/24/2018
Computational speedups using small quantum devices
Suppose we have a small quantum computer with only M qubits. Can such a ...
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06/15/2018
Supervised learning with generalized tensor networks
Tensor networks have found a wide use in a variety of applications in ph...
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10/11/2017