Publications

Machine learning transfer efficiencies for noisy quantum walks

Advanced Quantum Technologies 3, 1900115 (2020)
Alexey A. Melnikov, Leonid E. Fedichkin, Ray-Kuang Lee, Alexander Alodjants
Publisher's website

Machine learning for long-distance quantum communication

arXiv:1904.10797 (2019)
Julius Wallnöfer, Alexey A. Melnikov, Wolfgang Dür, Hans J. Briegel
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Predicting quantum advantage by quantum walk with convolutional neural networks

New Journal of Physics 21, 125002 (2019)
Alexey A. Melnikov, Leonid E. Fedichkin, Alexander Alodjants
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Hitting time for quantum walks of identical particles

Proc. SPIE 11022, International Conference on Micro- and Nano-Electronics 2018, 110222J (2019)
Alexey A. Melnikov, Aleksandr P. Alodjants, Leonid E. Fedichkin
Publisher's website

Active learning machine learns to create new quantum experiments

Proceedings of the National Academy of Sciences 115 (6), 1221–1226 (2018)
Alexey A. Melnikov, Hendrik Poulsen Nautrup, Mario Krenn, Vedran Dunjko, Markus Tiersch, Anton Zeilinger, Hans J. Briegel
Publisher's website

Benchmarking projective simulation in navigation problems

IEEE Access 6, 64639-64648 (2018)
Alexey A. Melnikov, Adi Makmal, Hans J. Briegel
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Fermionic entanglement via quantum walks in quantum dots

AIP Conference Proceedings 1936, 020025 (2018)
Alexey A. Melnikov, Leonid E. Fedichkin
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Projective simulation with generalization

Scientific Reports 7, 14430 (2017)
Alexey A. Melnikov, Adi Makmal, Vedran Dunjko, Hans J. Briegel
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Entanglement dynamics of two electrons in noisy quantum walks

Proceedings IEEE, Progress In Electromagnetics Research Symposium - Spring (PIERS) 2017, 2900-2903 (2017)
Alexey A. Melnikov, Leonid E. Fedichkin
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Meta-learning within projective simulation

IEEE Access 4, 2110–2122 (2016)
Adi Makmal, Alexey A. Melnikov, Vedran Dunjko, Hans J. Briegel
Publisher's website