Russian Journal of Cybernetics
RUS  ENG    JOURNALS   PEOPLE   ORGANISATIONS   CONFERENCES   SEMINARS   VIDEO LIBRARY   PACKAGE AMSBIB  
General information
Latest issue
Archive

Search papers
Search references

RSS
Latest issue
Current issues
Archive issues
What is RSS



Russian Journal of Cybernetics:
Year:
Volume:
Issue:
Page:
Find






Personal entry:
Login:
Password:
Save password
Enter
Forgotten password?
Register


Russian Journal of Cybernetics, 2021, Volume 2, Issue 3, Pages 23–32
DOI: https://doi.org/10.51790/2712-9942-2021-2-3-4
(Mi uk80)
 

Exploiting artificial neural networks machine learning errors for attacks on AI systems

T. V. Gavrilenkoab, A. V. Gavrilenkob

a Surgut Branch of Federal State Institute “Scientific Research Institute for System Analysis of the Russian Academy of Sciences”, Surgut, Russian Federation
b Surgut State University, Surgut, Russian Federation
Abstract: The paper provides an overview of methods and approaches to attacks on neural network-based artificial intelligence systems. It is shown that since 2015, global researchers have been intensively developing methods and approaches for attacks on artificial neural networks, while the existing ones may have critical consequences for artificial intelligence systems operations. We come to the conclusion that theory and methodology for artificial neural networks is to be elaborated, since trusted artificial intelligence systems cannot be created in the framework of the current paradigm.
Keywords: artificial neural networks, machine learning errors, attacks on artificial intelligence systems.
Funding agency Grant number
Russian Foundation for Basic Research 18-47-860004
this study is supported by RFBR grant 18-47-860004
Document Type: Article
Language: Russian
Citation: T. V. Gavrilenko, A. V. Gavrilenko, “Exploiting artificial neural networks machine learning errors for attacks on AI systems”, Russian Journal of Cybernetics, 2:3 (2021), 23–32
Citation in format AMSBIB
\Bibitem{GavGav21}
\by T.~V.~Gavrilenko, A.~V.~Gavrilenko
\paper Exploiting artificial neural networks machine learning errors for attacks on AI systems
\jour Russian Journal of Cybernetics
\yr 2021
\vol 2
\issue 3
\pages 23--32
\mathnet{http://mi.mathnet.ru/uk80}
\crossref{https://doi.org/10.51790/2712-9942-2021-2-3-4}
Linking options:
  • https://www.mathnet.ru/eng/uk80
  • https://www.mathnet.ru/eng/uk/v2/i3/p23
  • Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Russian Journal of Cybernetics
    Statistics & downloads:
    Abstract page:57
    Full-text PDF :24
     
      Contact us:
     Terms of Use  Registration to the website  Logotypes © Steklov Mathematical Institute RAS, 2024