no code implementations • 8 Jul 2022 • Olga Lukyanova, Oleg Nikitin, Alex Kunin
In this article, we propose the approach to structural optimization of neural networks, based on the braid theory.
no code implementations • 20 Apr 2021 • Olga Lukyanova, Oleg Nikitin, Alex Kunin
In this article, we propose the approach to procedural optimization of a neural network, based on the combination of information theory and braid theory.
no code implementations • 20 Apr 2021 • Oleg Nikitin, Olga Lukyanova, Alex Kunin
Parallels between the signal processing tasks and biological neurons lead to an understanding of the principles of self-organized optimization of input signal recognition.
no code implementations • 15 Mar 2021 • Oleg Nikitin, Olga Lukyanova, Alex Kunin
Biological neurons have adaptive nature and perform complex computations involving the filtering of redundant information.
no code implementations • 13 Jan 2019 • Yuri Monakhov, Oleg Nikitin, Anna Kuznetsova, Alexey Kharlamov, Alexandr Amochkin
In the authors' opinion, anomaly detection systems, or ADS, seem to be the most perspective direction in the subject of attack detection, because these systems can detect, among others, the unknown (zero-day) attacks.