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We demonstrate how machine learning is able to model experiments in quantum physics.
The Harpy speech recognition system
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Untersuchungen zu dynamischen neuronalen Netzen
S. Hochreiter · 1991
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S. Hochreiter and J. Schmidhuber · 1997
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Violations of local realism by two entangled N-dimensional systems are stronger than for two qubits
D. Kaszlikowski, P. Gnacínski, M. Zukowski, W. Miklaszewski, and A. Zeilinger · 2000
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Scheme for reducing decoherence in quantum computer memory
P. W. Shor · 2000
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Orbital angular momentum: origins, behavior and applications
A. M. Yao and M. J. Padgett · 2011
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Generating sequences with recurrent neural networks
A. Graves · 2013
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Structure of multidimensional entanglement in multipartite systems
M. Huber and J. I. de Vicente · 2013
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Entropy vector formalism and the structure of multidimensional entanglement in multipartite systems
M. Huber, M. Perarnau-Llobet, and J. I. de Vicente · 2013
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Efficient estimation of word representations in vector space
T. Mikolov, K. Chen, G. Corrado, and J. Dean · 2013
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Generative adversarial nets
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Sequence to sequence learning with neural networks
I. Sutskever, O. Vinyals, and Q. V. Le · 2014
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Deep visual-semantic alignments for generating image descriptions
DeepTox: Toxicity Prediction using Deep Learning
A. Mayr, G. Klambauer, T. Unterthiner, and S. Hochreiter · 2016
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Seqgan: Sequence generative adversarial nets with policy gradient
L. Yu, W. Zhang, J. Wang, and Y. Yu · 2016
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Dermatologist-level classification of skin cancer with deep neural networks
A. Esteva, B. Kuprel, R. A. Novoa, J. Ko, S. M. Swetter, H. M. Blau, and S. Thrun · 2017
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Improved training of wasserstein gans
I. Gulrajani, F. Ahmed, M. Arjovsky, V. Dumoulin, and A. C. Courville · 2017
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Mastering the game of Go without human knowledge
D. Silver, J. Schrittwieser, K. Simonyan, I. Antonoglou, A. Huang, A. Guez, T. Hubert, L. Baker, M. Lai, A. Bolton, Y. Chen, T. Lillicrap, F. Hui, L. Sifre, G. van den Driessche, T. Graepel, and D. Hassabis · 2017
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A. Karpathy and L. Fei-Fei · 2015
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Automated Search for new Quantum Experiments
M. Krenn, M. Malik, R. Fickler, R. Lapkiewicz, and A. Zeilinger · 2016
Cited alongside, same era.
Multi-photon entanglement in high dimensions
M. Malik, M. Erhard, M. Huber, M. Krenn, R. Fickler, and A. Zeilinger · 2016
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Twisted photons: new quantum perspectives in high dimensions
M. Erhard, R. Fickler, M. Krenn, and A. Zeilinger
Cited in the paper.
Experimental GHZ entanglement beyond qubits
M. Erhard, M. Malik, M. Krenn, and A. Zeilinger
Cited in the paper.
MaskGAN: Better text generation via filling in the ------
W. Fedus, I. Goodfellow, and A. M. Dai · 2018
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Active learning machine learns to create new quantum experiments
A. A. Melnikov, H. Poulsen Nautrup, M. Krenn, V. Dunjko, M. Tiersch, A. Zeilinger, and H. J. Briegel · 2018
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