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We build a general quantum state tomography framework that makes use of machine learning techniques to reconstruct quantum states from a given set of coincidence measurements.
Experimental neural network enhanced quantum tomography
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Measurement of qubits
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Photonic state tomography
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High-resolution imaging of ultracold fermions in microscopically tailored optical potentials
Zimmermann, B., Mueller, T., Meineke, J., Esslinger, T. & Moritz, H · 2011
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Efficient Method for Computing the Maximum-Likelihood Quantum State from Measurements with Additive Gaussian Noise
Smolin, J. A., Gambetta, J. M. & Smith, G · 2012
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Quantum State Tomography via Linear Regression Estimation
Qi, B. et al · 2013
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Quantum simulation
Georgescu, I., Ashhab, S. & Nori, F · 2014
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Neural networks and deep learning , vol. 2018 (Determination press San Francisco, CA, USA:, 2015)
Nielsen, M. A · 2015
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TensorFlow: Large-scale machine learning on heterogeneous systems (2015)
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Neural-network quantum state tomography
Torlai, G. et al · 2018
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Latent Space Purification via Neural Density Operators
Torlai, G. & Melko, R. G · 2018
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Local-measurement-based quantum state tomography via neural networks
Xin, T. et al · 2018
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Neural network state estimation for full quantum state tomography
Xu, Q. & Xu, S · 2018
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On the use of deep neural networks in optical communications
Lohani, S., Knutson, E. M., O’Donnell, M., Huver, S. D. & Glasser, R. T · 2018
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Efficiently measuring a quantum device using machine learning
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Full reconstruction of a 14-qubit state within four hours
Hou, Z. et al · 2016
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Deep convolutional neural networks for image classification: A comprehensive review
Rawat, W. & Wang, Z · 2017
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Constructing exact representations of quantum many-body systems with deep neural networks
Carleo, G., Nomura, Y. & Imada, M · 2018
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Characterizing quantum supremacy in near-term devices
Boixo, S. et al · 2018
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Lennon, D. et al · 2019
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Optimizing quantum error correction codes with reinforcement learning
Nautrup, H. P., Delfosse, N., Dunjko, V., Briegel, H. J. & Friis, N · 2019
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Machine learning techniques for state recognition and auto-tuning in quantum dots
Kalantre, S. S. et al · 2019
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Reconstructing quantum states with generative models
Carrasquilla, J., Torlai, G., Melko, R. G. & Aolita, L · 2019
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Dispersion characterization and pulse prediction with machine learning
Lohani, S., Knutson, E. M., Zhang, W. & Glasser, R. T · 2019
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