POISCS
    Problems of information security. Computer systemsPeter the Great St. Petersburg Polytechnic University
    Since 1999
    ISSN 2071-8217
    enАнглийский
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    Articles from section "Machine learning and knowledge control systems"

    Integration of recommender systems into UEBA architecture for behavioral anomaly detection

    Machine learning and knowledge control systems
    Logacheva S. V.Moskalev N. O.Lavrova D. S.
    • Year: 2026
    • Issue: 3
    • 0
    • 37
    • Pages: 110-119

    Research on methods for automated data extraction from web resources with dynamically changing content using AI agents

    Machine learning and knowledge control systems
    Abitov R. A.Dakhnovich A. D.Moskvin D. A.
    • Year: 2026
    • Issue: 3
    • 0
    • 30
    • Pages: 96-109

    Protection of AI/ML federated learning systems from poisoning attacks

    Machine learning and knowledge control systems
    Poltavtseva M. A.Vasilyeva A. A.
    • Year: 2026
    • Issue: 2
    • 9
    • 697
    • Pages: 121-137

    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
    • 619
    • Pages: 113-120

    Use of large language models for security event analysis

    Machine learning and knowledge control systems
    Tumakov M. D.Ivanova L. A.
    • Year: 2026
    • Issue: 1
    • 19
    • 1021
    • Pages: 201-213

    Automation of information security incident detection using custom correlation rules in a SIEM system

    Machine learning and knowledge control systems
    Sadykov A. M.Alekseeva A.A.
    • Year: 2026
    • Issue: 1
    • 17
    • 1196
    • Pages: 187-200

    Identification of a person in uniform based on video stream data using the YOLO convolutional neural network

    Machine learning and knowledge control systems
    Kornienko A. A.Kornienko S. V.Nikitin A. B.Orlov V. A.
    • Year: 2026
    • Issue: 1
    • 5
    • 1040
    • Pages: 176-186

    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
    • 1494
    • 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
    • 1234
    • Pages: 145-155

    Cluster analysis of a collective of algorithms for multicore neural network automates and robots on chip

    Machine learning and knowledge control systems
    Ruchkin V.N.Fulin V.A.Ruchkina E. V.Grigorenko D. V.
    • Year: 2023
    • Issue: 4
    • 2
    • 1196
    • Pages: 133-144

    Creation and prospects of development of software for finding snow cover maxima from databases of meteorological archives

    Machine learning and knowledge control systems
    Sikarev I. A.Chestnov A. I.Abramov V. M.
    • Year: 2023
    • Issue: 3
    • 2
    • 1048
    • Pages: 177-185

    Development of a trainable neural network for analysis of linguistic data

    Machine learning and knowledge control systems
    Grigoriev M. D.Tatarnikova T. M.
    • Year: 2023
    • Issue: 3
    • 0
    • 1136
    • Pages: 170-176

    Multi-label classification of labels of system logs of computer networks. Formalization of the task

    Machine learning and knowledge control systems
    Sheluhin O. I.Rakovskiy D. I.
    • Year: 2023
    • Issue: 3
    • 4
    • 1182
    • Pages: 154-169

    STUDY OF MACHINE LEARNING METHODS TO ENSURE INFORMATION SECURITY IN RETAIL TRADING OPERATIONS

    Machine learning and knowledge control systems
    Bezzateev S. V.Elina T. N.KRASNIKOV N.S.
    • Year: 2022
    • Issue: 3
    • 1
    • 1085
    • Pages: 155-166

    VOICE IDENTIFICATION METHOD BASED ON MACHINE LEARNING

    Machine learning and knowledge control systems
    SHNIPEROV A.N.POTYLITSINA Y.V.
    • Year: 2022
    • Issue: 3
    • 0
    • 1084
    • Pages: 143-154

    Decentralized approach to intrusion detection in dynamic networks of the Internet of Things basing on multi-agent reinforcement learning and inter-agent communication

    Machine learning and knowledge control systems
    Kalinin M. O.Tkacheva E. I.
    • Year: 2023
    • Issue: 2
    • 11
    • 1192
    • Pages: 202-211

    Artificial neural networks in the navigation safety system of autonomous unmanned vessels

    Machine learning and knowledge control systems
    Milyakov D. F.Sikarev I. A.Travin S. V.
    • Year: 2023
    • Issue: 2
    • 6
    • 1178
    • Pages: 191-201

    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
    • 1122
    • Pages: 148-159

    Comparison of the effectiveness of anomaly detection by machine learning algorithms without a teacher

    Machine learning and knowledge control systems
    Gololobov N. V.Pavlenko E. Yu.
    • Year: 2022
    • Issue: 2
    • 0
    • 1109
    • Pages: 135-147

    Influencing factors information usage for splitting data samples in machine learning methods to assess is state

    Machine learning and knowledge control systems
    Lebedev I.S.Sukhoparov M.E.
    • Year: 2022
    • Issue: 2
    • 0
    • 1124
    • Pages: 125-134

    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
    • 22
    • 1407
    • Pages: 163-183

    Methodological and technological foundations for countering cognitive threats in generative multimodal content

    Machine learning and knowledge control systems
    Konovalchik P. M.Ovcharov V. A.
    • Year: 2025
    • Issue: 4
    • 43
    • 1571
    • Pages: 138-162

    Deep learning models for effective detection of fake news

    Machine learning and knowledge control systems
    Ahmed T. R.Avsievich A. V.
    • Year: 2025
    • Issue: 4
    • 12
    • 1355
    • Pages: 121-137

    A protection method for the global model of the federated learning systems based on a trust model

    Machine learning and knowledge control systems
    Krundyshev V. M.Cheskidov V. K.Kalinin M. O.
    • Year: 2024
    • Issue: 4
    • 4
    • 1329
    • Pages: 94-108

    Authorship identification and verification using machine and deep learning methods

    Machine learning and knowledge control systems
    Tolgorenko E. M.Zubkov E. A.Ovasapyan T. D.
    • Year: 2024
    • Issue: 2
    • 3
    • 1366
    • Pages: 178-193

    Detection of artificially synthesized audio files using graph neural networks

    Machine learning and knowledge control systems
    Izotova O. A.Lavrova D. S.
    • Year: 2024
    • Issue: 2
    • 4
    • 1365
    • Pages: 169-177

    Automatic synthesis of 3D gas turbine blades shapes using machine learning

    Machine learning and knowledge control systems
    Zhemelev G. A.
    • Year: 2024
    • Issue: 2
    • 14
    • 1400
    • Pages: 152-168

    Intelligent mechanisms for extracting features of file modification in dynamic virus analysis

    Machine learning and knowledge control systems
    Fomicheva S.G.Gayduk O.D.
    • Year: 2024
    • Issue: 1
    • 0
    • 1420
    • Pages: 153-167

    Protection of the machine learning models from the training data membership inference

    Machine learning and knowledge control systems
    Muryleva A.A.Kalinin M. O.Lavrova D. S.
    • Year: 2024
    • Issue: 1
    • 2
    • 1394
    • Pages: 142-152

    Application of machine learning methods in the problem of searching area of interest for biometric identification based on the pattern of palm veins

    Machine learning and knowledge control systems
    Almuhamedov A. I.Kolomoitcev V. S.
    • Year: 2023
    • Issue: 1
    • 0
    • 1323
    • Pages: 128-138

    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
    • 1329
    • Pages: 119-127

    DDoS attacks detection based on a modular neural network

    Machine learning and knowledge control systems
    Sergadeeva A. I.Lavrova D. S.
    • Year: 2023
    • Issue: 1
    • 4
    • 1368
    • Pages: 111-118

    The hybrid method for evasion attacks detection in the machine learning systems

    Machine learning and knowledge control systems
    Ivanova O. D.Kalinin M. O.
    • Year: 2023
    • Issue: 1
    • 1
    • 1353
    • Pages: 104-110

    Combination of methods of selective teacher intervention in the student’s learning process and low-rank adaptation in the knowledge distillation model

    Machine learning and knowledge control systems
    Tatarnikova T. M.Sikarev I. A.Abramov V. M.
    • Year: 2025
    • Issue: 2
    • 6
    • 1644
    • Pages: 121-130

    Application of genetic algorithm for selection of neyral network hyperparameters

    Machine learning and knowledge control systems
    Platonov V. V.Yanbarisova Ya. E.
    • Year: 2025
    • Issue: 2
    • 7
    • 1548
    • Pages: 112-120

    Query processing in Data Lake Management System based on a universal data model

    Machine learning and knowledge control systems
    Vetoshkin A. A.Mironova A. R.Zenger А. S.Sukhobokov A. А.Goryachkin B. S.
    • Year: 2025
    • Issue: 2
    • 2
    • 1409
    • Pages: 96-111

    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
    • 32
    • 1759
    • Pages: 147-164

    Cluster analysis of vector representations of malicious query language models: comparison of methods of obtaining embeddings based on character N-grams, individual words a nd whole sentences

    Machine learning and knowledge control systems
    Spirin A. A.Ikonnikov A. V.Matuhina E. N.
    • Year: 2025
    • Issue: 3
    • 11
    • 1675
    • Pages: 121-146

    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
    • 1712
    • 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
    • 1661
    • 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
    • 1731
    • Pages: 43-58

    From “black box” to transparency: philosophical and methodological foundations of explainability and interpretability in artificial intelligence

    Machine learning and knowledge control systems
    Biryukov D. N.Suprun A. F.
    • Year: 2025
    • Issue: 1
    • 13
    • 1676
    • Pages: 30-42

    Protecting neural network models from privacy violation threats in federated learning using optimization methods

    Machine learning and knowledge control systems
    Bezborodov P. D.Lavrova D. S.
    • Year: 2025
    • Issue: 1
    • 7
    • 1601
    • Pages: 21-29