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 "Language models"

    Analysis of threats of application level of IoT-systems and application of machine learning methods to ensure their safety

    Network and telecommunication security
    Arbuzov A. M.Nyrkov A. P.Gaskarov D. V.Li I. V.
    • Year: 2026
    • Issue: 3
    • 17
    • 276
    • Pages: 179-189

    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
    • 4
    • 218
    • Pages: 96-109

    Systematization of open protection mechanisms for agent systems based on large language models and analysis of threat landscape coverage

    Information security aspects
    Istomina A. S.Iakovlev A. A.
    • Year: 2026
    • Issue: 3
    • 27
    • 392
    • Pages: 9-24

    Detecting anomalies in security events based on statistical analysis and large language models

    Information security application
    Nemchinov A. V.Ovasapyan T. D.Zhukovskii E. V.
    • Year: 2026
    • Issue: 2
    • 21
    • 799
    • Pages: 49-59

    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
    • 32
    • 1224
    • Pages: 201-213

    Application of large language models in event forecasting field

    Dakhnovich A. D.Bogina V. M.Makeeva A. A.
    • Year: 2025
    • Issue: Спецвыпуск
    • 30
    • 1948
    • Pages: 58-68

    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
    • 7
    • 1761
    • Pages: 121-130

    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
    • 12
    • 1806
    • 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
    • 28
    • 1878
    • Pages: 110-120

    Generalized method for comparative analysis of fuzz testing tools

    Software security
    Ognev R. A.Zegzhda D. P.
    • Year: 2025
    • Issue: 3
    • 32
    • 1754
    • Pages: 20-29

    Fuzzing of closed-source software using large language models

    Software security
    Gavrichkov D. A.Ovasapyan T. D.Ivanov D. V.
    • Year: 2025
    • Issue: 3
    • 54
    • 1954
    • Pages: 9-19

    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
    • 34
    • 1952
    • Pages: 43-58