Dr. Alexey Melnikov
Principal Investigator and Visiting Assistant Professor,
Quantum Machine Learning Group Leader
Terra Quantum AG
Rorschach, St. Gallen
Switzerland
My contact details are at the bottom of the page
email: alexey at melnikov dot info
Background
I am a quantum physicist and machine learning scientist working at Terra Quantum on quantum machine learning. My current interests are designing machine learning techniques for developing new quantum technologies and studying the advantages of near-term quantum devices.
Research directions
- Quantum machine learning
- Blockchain and cryptography
- Artificial intelligence in physics
- Physics-inspired reinforcement learning
- Quantum walk based algorithms
- Quantum optimization implementation
Positions
Part-time Positions
Education
2020
Setting up experimental Bell tests with reinforcement learning
Physical Review Letters 125 (16), 160401 (2020)
Alexey A. Melnikov, Pavel Sekatski, Nicolas Sangouard
Publisher's website
BibTeX Alexey A. Melnikov, Pavel Sekatski, Nicolas Sangouard
BibTeX
Machine learning for long-distance quantum communication
PRX Quantum 1 (1), 010301 (2020)
Julius Wallnöfer, Alexey A. Melnikov, Wolfgang Dür, Hans J. Briegel
Publisher's website
BibTeX Julius Wallnöfer, Alexey A. Melnikov, Wolfgang Dür, Hans J. Briegel
BibTeX
Machine learning transfer efficiencies for noisy quantum walks
Advanced Quantum Technologies 3 (4), 1900115 (2020)
Alexey A. Melnikov, Leonid E. Fedichkin, Ray-Kuang Lee, Alexander Alodjants
Publisher's website
BibTeX Alexey A. Melnikov, Leonid E. Fedichkin, Ray-Kuang Lee, Alexander Alodjants
BibTeX
2019
Predicting quantum advantage by quantum walk with convolutional neural networks
New Journal of Physics 21 (12), 125002 (2019)
Alexey A. Melnikov, Leonid E. Fedichkin, Alexander Alodjants
Publisher's website
BibTeX Alexey A. Melnikov, Leonid E. Fedichkin, Alexander Alodjants
BibTeX
2018
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
BibTeX Alexey A. Melnikov, Hendrik Poulsen Nautrup, Mario Krenn, Vedran Dunjko, Markus Tiersch, Anton Zeilinger, Hans J. Briegel