POISCS
    Problems of information security. Computer systemsPeter the Great St. Petersburg Polytechnic University
    Since 1999
    ISSN 2071-8217
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    Articles by keywords "adversarial attack"

    Protection against adversarial attacks based on a dynamically reconfigurable ensemble of machine learning models

    Machine learning and knowledge control systems
    Gavva G. D.Kalinin M. O.
    • Year: 2026
    • Issue: 2
    • 10
    • 546
    • Pages: 113-120

    Adversarial attacks against a machine learning based intrusion detection system

    Machine learning and knowledge control systems
    Getman A. I.Goryunov M. N.Matskevich A. G.Rybolovlev D. A.Nikolskaya A. G.
    • Year: 2023
    • Issue: 4
    • 13
    • 1428
    • Pages: 156-190

    Using machine learning algorithms and Honeypot system to detect adversarial attacks on intrusion detection systems

    Machine learning and knowledge control systems
    Yugai P. E.Moskvin D. A.
    • Year: 2023
    • Issue: 4
    • 4
    • 1165
    • Pages: 145-155

    Protection against attacks on machine learning systems on the example of evadiation attacks in medical image analysis

    Machine learning and knowledge control systems
    Rudnitskaya E.A.Poltavtseva M. A.
    • Year: 2022
    • Issue: 2
    • 1
    • 1068
    • Pages: 148-159

    The impact of adversarial attacks on deep learning models

    Machine learning and knowledge control systems
    Spirin A. A.Lebin M. E.Gindin E. M.Isakova N. Yu.
    • Year: 2025
    • Issue: 4
    • 21
    • 1346
    • Pages: 163-183

    Adversarial attacks on intrusion detection systems using LSTM classifier

    Network and telecommunication security
    Kulikov D. A.Platonov V. V.
    • Year: 2021
    • Issue: 2
    • 3
    • 1346
    • Pages: 48-56

    Protection against adversarial attacks on malicious executable detection methods using machine learning algorithms

    Network and telecommunication security
    Marshev I. I.Zhukovskii E. V.Aleksandrova E. B.
    • Year: 2021
    • Issue: 1
    • 9
    • 1432
    • Pages: 50-54

    Using adversarial attacks to protect against automatic text recognition in CAPTCHA services

    Tsurkan I. S.Malyshev E. V.Zubkov E. A.Moskvin D. A.
    • Year: 2024
    • Issue: Спецвыпуск
    • 2
    • 1286
    • Pages: 165-175

    Protection against adversarial attacks on image recognition systems using an autoencoder

    Machine learning and knowledge control systems
    Grigorjeva N. M.Platonov V. V.
    • Year: 2023
    • Issue: 1
    • 3
    • 1273
    • Pages: 119-127

    Research of adversarial attacks on classical machine learning models in the context of network threat detection

    Machine learning and knowledge control systems
    Yugai P. E.
    • Year: 2025
    • Issue: 3
    • 29
    • 1697
    • Pages: 147-164

    From exploitation to protection: analysis of methods for defending against attacks on LLMS

    Machine learning and knowledge control systems
    Velichko I. S.Bezzateev S. V.
    • Year: 2025
    • Issue: 3
    • 27
    • 1639
    • Pages: 110-120

    Detecting adversarial samples in intrusion detection systems using machine learning models

    Machine learning and knowledge control systems
    Kirillov R. B.Kalinin M. O.
    • Year: 2025
    • Issue: 1
    • 16
    • 1586
    • Pages: 59-68

    From exploitation to protection: a deep dive into adversarial attacks on LLMS

    Machine learning and knowledge control systems
    Velichko I. S.Bezzateev S. V.
    • Year: 2025
    • Issue: 1
    • 22
    • 1643
    • Pages: 43-58