Automation of artificial neural network architectures search

Chasovskikh Anatoly Alexandrovich; Polovnikov Vladimir Sergeevich; Khusaenov Artem Azatovich; Bokov Grigoriy Vladimirovich; Konovalov Aleksandr Yurievich; Drobyshev Alexander Sergeevich; Biryukova Veronika Andreevna

Automation of artificial neural network architectures search

Chasovskikh A. A., Polovnikov V. S., Khusaenov A. A., Bokov G. V., Konovalov A. Y., Drobyshev A. S., Biryukova V. A.

Chasovskikh Anatoly Alexandrovich

Doctor of Physical and Mathematical Sciences, Professor, Lomonosov Moscow State University, Faculty of Mechanics and Mathematics, Chair of Mathematical Theory of Intellectual Systems

Polovnikov Vladimir Sergeevich

Candidate of Physical and Mathematical Sciences, Senior Researcher, Lomonosov Moscow State University, Faculty of Mechanics and Mathematics, Chair of Mathematical Theory of Intellectual Systems

Khusaenov Artem Azatovich

Postgraduate, Lomonosov Moscow State University, Faculty of Mechanics and Mathematics, Chair of Mathematical Theory of Intellectual Systems

Bokov Grigoriy Vladimirovich

Candidate of Physical and Mathematical Sciences, Associate Professor, Lomonosov Moscow State University, Faculty of Mechanics and Mathematics, Chair of Mathematical Theory of Intellectual Systems

Konovalov Aleksandr Yurievich

Candidate of Physical and Mathematical Sciences, Junior Researcher, Lomonosov Moscow State University, Faculty of Mechanics and Mathematics, Laboratory of Mathematical Problems of Artificial Intelligence

Drobyshev Alexander Sergeevich

graduate student, Lomonosov Moscow State University, Faculty of Mechanics and Mathematics, Chair of Mathematical Theory of Intellectual Systems

Biryukova Veronika Andreevna

Postgraduate, Lomonosov Moscow State University, Faculty of Mechanics and Mathematics, Chair of Mathematical Theory of Intellectual Systems

Published: 2023, vol. 27, issue 4, pp. 5–27

Download full text (In Russian)

Abstract

A review of works on methods for automating generation of artificial neural network architectures is presented. The most detailed material is presented on the use of large language models for this. For the experiments, we used ChatGPT & Midjourney,which is available in Telegram Messenger.

Keywords: artificial neural network, large language models, neural architecture search, generative pre-training transformer (GPT).

BibTeX

@article{IS-Chasovskikh-Polovnikov-Khusaenov-Bokov-Konovalov-Drobyshev-Biryukova2023,
  author  = {Chasovskikh, Anatoly Alexandrovich and Polovnikov, Vladimir Sergeevich and Khusaenov, Artem Azatovich and Bokov, Grigoriy Vladimirovich and Konovalov, Aleksandr Yurievich and Drobyshev, Alexander Sergeevich and Biryukova, Veronika Andreevna},
  title   = {{Automation of artificial neural network architectures search}},
  journal = {Intelligent Systems. Theory and Applications},
  year    = {2023},
  volume  = {27},
  number  = {4},
  pages   = {5--27},
}

AMSBIB

\Bibitem{IS-Chasovskikh-Polovnikov-Khusaenov-Bokov-Konovalov-Drobyshev-Biryukova2023}
\by A.\,A.~Chasovskikh, V.\,S.~Polovnikov, A.\,A.~Khusaenov, G.\,V.~Bokov, A.\,Y.~Konovalov, A.\,S.~Drobyshev, V.\,A.~Biryukova
\paper Automation of artificial neural network architectures search
\jour Intelligent Systems. Theory and Applications
\yr 2023
\vol 27
\issue 4
\pages 5--27
\lang In Russian

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