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3. Microwave Quantum Illumination

Author

Barzanjeh, Shabir, primary, Guha, Saikat, additional, Weedbrook, Christian, additional, Vitali, David, additional, Shapiro, Jeffrey H., additional, and Pirandola, Stefano, additional

Published
2015
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8. Quantum Machine Learning over Infinite Dimensions.

Author

Hoi-Kwan Lau, Pooser, Raphael, Siopsis, George, and Weedbrook, Christian

Subjects
*DIMENSIONS, *QUANTUM information theory, *MACHINE learning
Abstract

Machine learning is a fascinating and exciting field within computer science. Recently, this excitement has been transferred to the quantum information realm. Currently, all proposals for the quantum version of machine learning utilize the finite-dimensional substrate of discrete variables. Here we generalize quantum machine learning to the more complex, but still remarkably practical, infinite-dimensional systems. We present the critical subroutines of quantum machine learning algorithms for an all-photonic continuous-variable quantum computer that can lead to exponential speedups in situations where classical algorithms scale polynomially. Finally, we also map out an experimental implementation which can be used as a blueprint for future photonic demonstrations. [ABSTRACT FROM AUTHOR]

Published
2017
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