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Oriel Kiss

Ph.D. Researcher in quantum computing


Curriculum vitae



Quantum Technology Initiative

CERN






Quantum Technology Initiative

CERN



Conditional Born machine for Monte Carlo event generation


Journal article


Oriel Kiss, Michele Grossi, Enrique Kajomovitz, Sofia Vallecorsa
Phys. Rev. A, vol. 106(2), American Physical Society, 2022 Aug, p. 022612


Paper
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Cite

APA   Click to copy
Kiss, O., Grossi, M., Kajomovitz, E., & Vallecorsa, S. (2022). Conditional Born machine for Monte Carlo event generation. Phys. Rev. A, 106(2), 022612. https://doi.org/10.1103/PhysRevA.106.022612


Chicago/Turabian   Click to copy
Kiss, Oriel, Michele Grossi, Enrique Kajomovitz, and Sofia Vallecorsa. “Conditional Born Machine for Monte Carlo Event Generation.” Phys. Rev. A 106, no. 2 (August 2022): 022612.


MLA   Click to copy
Kiss, Oriel, et al. “Conditional Born Machine for Monte Carlo Event Generation.” Phys. Rev. A, vol. 106, no. 2, American Physical Society, Aug. 2022, p. 022612, doi:10.1103/PhysRevA.106.022612.


BibTeX   Click to copy

@article{kiss2022a,
  title = {Conditional  Born machine for Monte Carlo event generation},
  year = {2022},
  month = aug,
  issue = {2},
  journal = {Phys. Rev. A},
  pages = {022612},
  publisher = {American Physical Society},
  volume = {106},
  doi = {10.1103/PhysRevA.106.022612},
  author = {Kiss, Oriel and Grossi, Michele and Kajomovitz, Enrique and Vallecorsa, Sofia},
  month_numeric = {8}
}

This paper presents an application of Born machines to Monte Carlo simulations and extends their reach to multivariate and conditional distributions. Models are run on (noisy) simulators and IBM Quantum superconducting quantum hardware. More specifically, Born machines are used to generate muonic force carrier (MFC) events resulting from scattering processes between muons and the detector material in high-energy physics collider experiments. 

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