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Proceedings of the Institute for System Programming of the RAS, 2023, Volume 35, Issue 2, Pages 35–48
DOI: https://doi.org/10.15514/ISPRAS-2023-35(2)-3
(Mi tisp768)
 

This article is cited in 2 scientific papers (total in 2 papers)

Investigation of adversarial attacks on pattern recognition neural networks

D. V. Kotlyarov, G. D. Dyudyun, N. V. Rzhevskaya, M. A. Lapina, M. G. Babenko

North-Caucasus Federal University
Abstract: This article discusses the algorithm for creating a neural network based on pattern recognition. Several types of attacks on neural networks are considered, the main features of such attacks are described. An analysis of the Adversarial attack was carried out. The results of experimental testing of the proposed attack are presented. Confirmation of the hypothesis about the decrease in the accuracy of recognition of the neural network during the implementation of the attack by an attacker was obtained.
Keywords: neural network, machine learning, pattern recognition, artificial intelligence, attack algorithm, information security, Adversarial attack, malicious machine learning
Document Type: Article
Language: Russian
Citation: D. V. Kotlyarov, G. D. Dyudyun, N. V. Rzhevskaya, M. A. Lapina, M. G. Babenko, “Investigation of adversarial attacks on pattern recognition neural networks”, Proceedings of ISP RAS, 35:2 (2023), 35–48
Citation in format AMSBIB
\Bibitem{KotDyuRzh23}
\by D.~V.~Kotlyarov, G.~D.~Dyudyun, N.~V.~Rzhevskaya, M.~A.~Lapina, M.~G.~Babenko
\paper Investigation of adversarial attacks on pattern recognition neural networks
\jour Proceedings of ISP RAS
\yr 2023
\vol 35
\issue 2
\pages 35--48
\mathnet{http://mi.mathnet.ru/tisp768}
\crossref{https://doi.org/10.15514/ISPRAS-2023-35(2)-3}
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  • This publication is cited in the following 2 articles:
    Citing articles in Google Scholar: Russian citations, English citations
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