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Abstract <p>The goal of this work is to develop a new method for detecting rare gamma quanta against the background of charged particles in the fluxes from sources in the Universe with the help of the deep learning and normalizing flows. It is shown that the suggested method has a potential for the gamma detection. The method was tested on model data from the TAIGA-IACT experiment.</p>

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Application of Normalizing Flows for Detecting Rare Events in Gamma-Ray Astronomy

  • 期刊论文

  • 发表日期：

    2026年7月20日

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  • A. P. Kryukov,
  • A. Yu. Razumov,
  • A. P. Demichev,
  • J. J. Dubenskaya,
  • E. O. Gres,
  • S. P. Polyakov,
  • E. B. Postnikov,
  • P. A. Volchugov,
  • D. P. Zhurov

摘要

Abstract

The goal of this work is to develop a new method for detecting rare gamma quanta against the background of charged particles in the fluxes from sources in the Universe with the help of the deep learning and normalizing flows. It is shown that the suggested method has a potential for the gamma detection. The method was tested on model data from the TAIGA-IACT experiment.