Alexey Melnikov, MSc

More Information

• FLD Research Documentation

  Publications 2018

  Contributions to Books / Journals

  Journal Article (Original Paper)

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    Melnikov, A. A; Poulsen Nautrup, H.; Krenn, M.; Dunjko, V.; Tiersch, M.; Zeilinger, A.; Briegel, Hans J. (2018): Active learning machine learns to create new quantum experiments.
    In: Proceedings of the National Academy of Sciences 115/6, pp. 1221 - 1226. (DOI)
    
    
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    Melnikov, Alexey A.; Makmal, Adi; Briegel, Hans J. (2018): Benchmarking projective simulation in navigation problems.
    In: IEEE Access 6, pp. 64639 - 64648. (DOI) (Web link)
    
    

  
  
  

  Lectures 2018

  Presentations at Conferences, Symposia, etc.

  Conference Lecture (Invited Lecture)

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    Lecturer(s): Melnikov, Alexey: Machine learning for designing new quantum experiments.
    Conference on Quantum Machine Learning Plus, QML+, Innsbruck, 2018-09-18. (Web link)
    
    
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    Lecturer(s): Melnikov, Alexey: Quantum reinforcement learning.
    Cognitive Technologies and Quantum Intelligence, St. Petersburg, 2018-05-18. (Web link)
    
    

  Conference Lecture (Upon Registration)

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    Lecturer(s): Melnikov, Alexey: Reinforcement learning agent learns to create quantum experiments.
    Quantum Machine Learning & Biomimetic Quantum Technologies, Bilbao, 2018-03-20. (Web link)
    
    
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    Lecturer(s): Melnikov, Alexey: Projective simulation memory network for solving toy and complex problems.
    82. Jahrestagung der DPG und DPG-Frühjahrstagung, Erlangen, 2018-03-07. (Web link)
    
    

  Guest Lectures

  Guest Lecture

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    Lecturer(s): Melnikov, Alexey: Quantum machine learning.
    Vysšaja Škola Ekonomiki / National Research University Higher School of Economics, Moskau, 2018-05-24. (Web link)
    
    

  
  
  

  Publications 2017

  Contributions to Books / Journals

  Journal Article (Original Paper)

  • 
    Melnikov, A. A.; Makmal, A.; Dunjko, V.; Briegel, Hans J. (2017): Projective simulation with generalization.
    In: Scientific Reports 7, Article 14430. (DOI)
    
    

  
  
  

  Lectures 2017

  Presentations at Conferences, Symposia, etc.

  Conference Lecture (Invited Lecture)

  • 
    Lecturer(s): Melnikov, A. A.: Learning to create quantum experiments with reinforcement learning.
    1. Workshop on “Artificial Intelligence and Quantum Physics” (AIQP-2017), Nanjing, 2017-12-21. (Web link)
    
    

  
  
  

  Publications 2016

  Contributions to Books / Journals

  Journal Article (Original Paper)

  • 
    Makmal, A.; Melnikov, A.; Dunjko, V.; Briegel, Hans J. (2016): Meta-learning within Projective Simulation.
    In: IEEE Access 4, pp. 2110 - 2122. (DOI)
    
    

  
  
  

  Lectures 2016

  Presentations at Conferences, Symposia, etc.

  Lecture at Project Meeting / Research Cooperation Meeting

  • 
    Lecturer(s): Melnikov, A.: Meta-learning within projective simulation.
    33. SFB FoQuS Meeting, Innsbruck, 2016-07-15. (Web link)
    
    
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    Lecturer(s): Melnikov, A.: Coherent controlization using transmon qubits.
    32. SFB FoQuS Meeting, Wien, 2016-04-07. (Web link)
    
    

  Poster Presentation

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    Lecturer(s): Melnikov, A.: Coherent controlization using superconducting qubits.
    3rd Seefeld workshop on Quantum Information, Seefeld, 2016-06-30. (Web link)
    
    
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    Lecturer(s): Melnikov, A.: Coherent controlization using transmon qubits.
    International Conference on Quantum Optics 2016, Obergurgl, 2016-02-22. (Web link)
    
    
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    Lecturer(s): Melnikov, A. Co-author(s): Friis, N.; Kirchmair, G.; Briegel, Hans J.: Quantum walks using superconducting circuit via coherent controlization.
    Workshop of Quantum Simulation and Quantum Walks (WQSQW 2016), Prag, 2016-11-18. (Web link)
    
    

  
  
  

  Publications 2015

  Contributions to Books / Journals

  Journal Article (Original Paper)

  • 
    Friis, Nicolai; Melnikov, Alexey A.; Kirchmair, Gerhard; Briegel, Hans J. (2015): Coherent controlization using superconducting qubits.
    In: Scientific Reports 5, Art. no.18036. (DOI) (Web link)
    
    

  
  
  

  Lectures 2015

  Presentations at Conferences, Symposia, etc.

  Lecture at Project Meeting / Research Cooperation Meeting

  • 
    Lecturer(s): Melnikov, A. Co-author(s): Makmal, A.; Dunjko, V.; Briegel, Hans J.: Generalization and meta-learning within projective simulation.
    Projektmeeting Agency and (quantum) physics, Konstanz und Insel Reichenau, 2015-09-21. (Web link)
    
    

  Poster Presentation

  • 
    Lecturer(s): Melnikov, A. A. Co-author(s): Friis, N.; Kirchmair, Gerhard; Briegel, Hans J.: Coherent controlization using transmon qubits.
    31. SFB FOQUS Meeting, Wien, 2015-12-17. (Web link)
    
    
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    Lecturer(s): Melnikov, A. A. Co-author(s): Friis, N.; Kirchmair, Gerhard; Briegel, Hans J.: Coherent controlization using transmon qubits.
    GDR IQFA 6th Colloquium, Palaiseau, 2015-11-18. (Web link)
    
    
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    Lecturer(s): Melnikov, A. A. Co-author(s): Friis, N.; Kirchmair, Gerhard; Briegel, Hans J.: Coherent controlization using superconducting qubits.
    ICQT 2015: 3rd International Conference on Quantum Technologies, Moskau, 2015-07-13. (Web link)
    
    
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    Lecturer(s): Melnikov, A. A. Co-author(s): Makmal, A.; Briegel, Hans J.: Projective simulation applied to navigation tasks.
    QUTE Summer School 2015: Quantum Simulation and Computation, Göteborg, 2015-06-23. (Web link)
    
    
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    Lecturer(s): Melnikov, A. A. Co-author(s): Makmal, A.; Dunjko, V.; Briegel, Hans J.: Generalization mechanism within projective simulation.
    30. SFB Foqus Meeting, Innsbruck, 2015-07-09. (Web link)
    
    
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    Lecturer(s): Melnikov, A. A. Co-author(s): Makmal, A.; Dunjko, V.; Briegel, Hans J.: Projective simulation with generalisation.
    The International Conference on Quantum Physics Of Nature, QUPON 2015, Wien, 2015-05-18. (Web link)
    
    

  
  
  

  Publications 2014

  Contributions to Books / Journals

  Journal Article (Original Paper)

  • 
    Melnikov, A.; Makmal, A.; Briegel, Hans J. (2014): Projective simulation applied to the grid-world and the mountain-car problem.
    In: Artificial Intelligence Research 3/3, pp. 24 - 34. (DOI) (Web link)