Attacks on machine learning systems-common problems and methods

E Ilyushin, D Namiot, I Chizhov - International Journal of Open Information …, 2022 - injoit.org
The paper deals with the problem of adversarial attacks on machine learning systems. Such
attacks are understood as special actions on the elements of the machine learning pipeline …

Schemes of attacks on machine learning models

D Namiot - International Journal of Open Information Technologies, 2023 - injoit.ru
This article discusses attack schemes on artificial intelligence systems (on machine learning
models). Classically, attacks on machine learning systems are special data modifications at …

The rationale for working on robust machine learning

D Namiot, E Ilyushin, I Chizhov - International Journal of Open Information …, 2021 - injoit.ru
With the growing use of systems based on machine learning, which, from a practical point of
view, are considered as systems of artificial intelligence today, attention to the issues of …

[HTML][HTML] Искусственный интеллект и кибербезопасность

ДЕ Намиот, ЕА Ильюшин, ИВ Чижов - International Journal of …, 2022 - cyberleninka.ru
В этой статье мы рассматриваем связь систем искусственного интеллекта и
кибербезопасности. В современной трактовке, системы искусственного интеллекта …

On the robustness and security of Artificial Intelligence systems

D Namiot, E Ilyushin - International Journal of Open Information …, 2022 - injoit.org
In the modern interpretation, artificial intelligence systems are machine learning systems.
Often this is even further narrowed down to artificial neural networks. The robustness of …

On Audit and Certification of Machine Learning Systems

D Namiot, M Sneps-Sneppe - 2023 34th Conference of Open …, 2023 - ieeexplore.ieee.org
Obviously, machine learning applications are being used more and more in a wide variety of
fields. The general rule today is that in the absence of analytical models, one always turns to …

Artificial intelligence and cybersecurity

D Namiot, E Ilyushin, I Chizhov - International Journal of Open Information …, 2022 - injoit.org
In this article, we consider the relationship between artificial intelligence systems and
cybersecurity. In the modern interpretation, artificial intelligence systems are machine …

Military applications of machine learning

D Namiot, E Ilyushin, I Chizhov - International Journal of Open Information …, 2021 - injoit.ru
This article is devoted to the applied aspects of the application of machine learning systems.
It is obvious that the areas of practical applications of this kind of solution are constantly …

Trusted Artificial Intelligence Platforms: Certification and Audit

D Namiot, E Ilyushin - International Journal of Open Information …, 2024 - injoit.org
Artificial intelligence systems in this work refer to machine learning systems. It is machine
learning (deep learning) systems that are, today, the main examples of the use of Artificial …

On errors and failures of machine learning projects

D Namiot, E Ilyushin, I Chizov - AIP Conference Proceedings, 2023 - pubs.aip.org
This article analyzes the errors and reasons for the failure of projects using machine
learning. Technically, according to academic articles, the percentage of failed projects is …