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How useful can machine learning be in a quantum laboratory? Here we raise the question of the potential of intelligent machines in the context of scientific research.
A simple method of preparing pure states of an optical field, of implementing the Einstein–Podolsky–Rosen experiment, and of demonstrating the complementarity principle
Klyshko, D. N · 1988
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Orbital angular momentum of light and the transformation of Laguerre–Gaussian laser modes
Allen, L., Beijersbergen, M. W., Spreeuw, R. & Woerdman, J · 1992
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Reinforcement Learning: An Introduction (MIT press, Cambridge, 1998)
Sutton, R. S. & Barto, A. G · 1998
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Quantum communication between N \mathit{N} partners and Bell’s inequalities
Scarani, V. & Gisin, N · 2001
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Entanglement of the orbital angular momentum states of photons
Mair, A., Vaziri, A., Weihs, G. & Zeilinger, A · 2001
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Experimental two-photon, three-dimensional entanglement for quantum communication
Vaziri, A., Weihs, G. & Zeilinger, A · 2002
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Measuring the orbital angular momentum of a single photon
Leach, J., Padgett, M. J., Barnett, S. M., Franke-Arnold, S. & Courtial, J · 2002
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Multiparty entanglement in graph states
Hein, M., Eisert, J. & Briegel, H. J · 2004
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Twisted photons
Molina-Terriza, G., Torres, J. P. & Torner, L · 2007
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Entanglement in many-body systems
Amico, L., Fazio, R., Osterloh, A. & Vedral, V · 2008
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Distilling free-form natural laws from experimental data
Schmidt, M. & Lipson, H · 2009
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Quantum entanglement
Horodecki, R., Horodecki, P., Horodecki, M. & Horodecki, K · 2009
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The security of practical quantum key distribution
Scarani, V. et al · 2009
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The automation of science
King, R. D. et al · 2009
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Artificial Intelligence - A Modern Approach (Prentice Hall, New Jersey, 2010), 3rd edn
Russel, S. & Norvig, P · 2010
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Experimental high-dimensional two-photon entanglement and violations of generalized Bell inequalities
Dada, A. C., Leach, J., Buller, G. S., Padgett, M. J. & Andersson, E · 2011
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Tomography of the quantum state of photons entangled in high dimensions
Agnew, M., Leach, J., McLaren, M., Roux, F. S. & Boyd, R. W · 2011
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Imagenet classification with deep convolutional neural networks
Krizhevsky, A., Sutskever, I. & Hinton, G. E · 2012
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Projective simulation for artificial intelligence
Briegel, H. J. & De las Cuevas, G · 2012
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Multiphoton entanglement and interferometry
Pan, J.-W. et al · 2012
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On creative machines and the physical origins of freedom
Briegel, H. J · 2012
Cited alongside, same era.
Structure of multidimensional entanglement in multipartite systems
Huber, M. & de Vicente, J. I · 2013
Cited alongside, same era.
Entropy vector formalism and the structure of multidimensional entanglement in multipartite systems
Huber, M., Perarnau-Llobet, M. & de Vicente, J. I · 2013
Cited alongside, same era.
Rotational covariance and Greenberger-Horne-Zeilinger theorems for three or more particles of any dimension
Lawrence, J · 2014
Cited alongside, same era.
Generation and confirmation of a (100 × \times 100)-dimensional entangled quantum system
Krenn, M. et al · 2014
Cited alongside, same era.
Projective simulation applied to the grid-world and the mountain-car problem
Cyclic transformation of orbital angular momentum modes
Schlederer, F., Krenn, M., Fickler, R., Malik, M. & Zeilinger, A · 2016
Later among the works it cites.
Engineering two-photon high-dimensional states through quantum interference
Zhang, Y. et al · 2016
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Observation of four-photon orbital angular momentum entanglement
Hiesmayr, B., de Dood, M. & Löffler, W · 2016
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Robotic playing for hierarchical complex skill learning
Hangl, S., Ugur, E., Szedmak, S. & Piater, J · 2016
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Learning to navigate in complex environments
Mirowski, P. et al · 2016
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A hierarchical maze navigation algorithm with reinforcement learning and mapping
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Melnikov, A. A., Makmal, A. & Briegel, H. J · 2014
Cited alongside, same era.
Quantum speed-up for active learning agents
Paparo, G. D., Dunjko, V., Makmal, A., Martin-Delgado, M. A. & Briegel, H. J · 2014
Cited alongside, same era.
Experimental demonstration of Klyshko’s advanced-wave picture using a coincidence-count based, camera-enabled imaging system
Aspden, R. S., Tasca, D. S., Forbes, A., Boyd, R. W. & Padgett, M. J · 2014
Cited alongside, same era.
Machine learning: Trends, perspectives, and prospects
Jordan, M. I. & Mitchell, T. M · 2015
Cited alongside, same era.
Human-level control through deep reinforcement learning
Mnih, V. et al · 2015
Cited alongside, same era.
Quantum teleportation of multiple degrees of freedom of a single photon
Wang, X.-L. et al · 2015
Cited alongside, same era.
Projective simulation for classical learning agents: a comprehensive investigation
Mautner, J., Makmal, A., Manzano, D., Tiersch, M. & Briegel, H. J · 2015
Cited alongside, same era.
Mannucci, T. & van Kampen, E.-J · 2016
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Meta-learning within projective simulation
Makmal, A., Melnikov, A. A., Dunjko, V. & Briegel, H. J · 2016
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Machine learning phases of matter
Carrasquilla, J. & Melko, R. G · 2017
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Learning phase transitions by confusion
van Nieuwenburg, E. P. L., Liu, Y.-H. & Huber, S. D · 2017
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Solving the quantum many-body problem with artificial neural networks
Carleo, G. & Troyer, M · 2017
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Machine learning: New tool in the box
Zdeborová, L · 2017
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High-dimensional single-photon quantum gates: Concepts and experiments
Babazadeh, A. et al · 2017
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Experimental GHZ entanglement beyond qubits
Erhard, M., Malik, M., Krenn, M. & Zeilinger, A · 2017
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Entanglement by path identity
Krenn, M., Hochrainer, A., Lahiri, M. & Zeilinger, A · 2017
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Quantum experiments and graphs: Multiparty states as coherent superpositions of perfect matchings
Krenn, M., Gu, X. & Zeilinger, A · 2017
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Orbital angular momentum of photons and the entanglement of Laguerre–Gaussian modes
Krenn, M., Malik, M., Erhard, M. & Zeilinger, A · 2017
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Projective simulation with generalization
Melnikov, A. A., Makmal, A., Dunjko, V. & Briegel, H. J · 2017
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The Fourth Industrial Revolution (Penguin, London, 2017)
Schwab, K · 2017
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openclipart, Licensed under the CC0 1.0 Universal, openclipart.org/detail/266420/Request, date accessed: January 4, 2018
Squarehipster · 2018
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