| Vol-4170 urn:nbn:de:0074-4170-x Copyright © 2025 for the individual papers by the papers' authors. Copyright © 2025 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# IT&I-WS: ISICP 2025
Information Systems And Intelligent Cyber Protection 2025

## Proceedings of the Information Technology and Implementation (IT&I) Workshop: Information Systems And Intelligent Cyber Protection (IT&I-WS: ISICP 2025)

### Kyiv, Ukraine, November 20 - 21, 2025.

Edited by

### Serhii Toliupa *
Dmytro Lande **
Iurii Krak ***
Sergiy Yakovlev ****

*Taras Shevchenko National University of Kyiv, Ukraine
**National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute", Ukraine
*** V.M. Glushkov Institute of Cybernetics of NAS of Ukraine, Ukraine
**** Lodz University of Technology, Poland

## Table of Contents

- Preface
  Summary: There were 27 papers submitted for peer-review to this workshop. Out of these, 17 papers were accepted for this volume, 14 as regular papers and 3 as short papers.

### Regular Papers

- Neural Network-Based Secure Beam Management in 5G Networks for Cyberspace Protection 1-15
  Juliy Boiko, Ilya Pyatin
- Scaling Multichain Systems using DAG-based Architecture 16-30
  Maksym Kotov, Serhii Toliupa, Serhii Buchyk, Ivan Parkhomenko
- Risk-Oriented Security Management Model for IoT Networks Using a Graph-Autoregressive Approach 31-43
  Valeriy Lakhno, Dmytro Kasatkin, Mykola Tsiutsiura, Valentyna Makoiedova
- Differentiable Temporal Anchor Consensus with Graph Neural Anchor Matching for Robust UAV Object Tracking 44-53
  Volodymyr Husiev, Iryna Vergunova, Yaroslav Tereshchenko, Vasyl Tereshchenko
- Assessing the Desirability Management Decisions taking into Account Factors of their Quality and the Preferences of the Decision-Maker 54-65
  Yuri Samokhvalov, Volodymyr Lytvynenko, Bohdan Zhuravel
- Intelligent Analysis of Sports Data in the Tasks of Forming Effective Sports Team 66-78
  Oleh Zaritskyi, Danyil Pylypovych, Ihor Miroshnychenko
- Feature Extraction from a Noisy ECG Signal by Clustering ECG Images 79-88
  Roman Melnyk, Denys Melnyk
- Efficiency of Data Caching When Building Heterogeneous Databases 89-103
  Igor Grebennik, Oksana Mazurova, Oleksandr Samantsov, Denys Semko
- Cross-Temporal Feature Integration in Cryptocurrency Direction Prediction: A Confidence-Optimized Binary Classification Approach 104-116
  Oleksandr Kuznetsov, Yelyzaveta Kuznetsova, Mykola Mormul, Dmytro Shchytov
- Development and Justification of Techniques for Periodic Quality Control of Random/Pseudorandom Number Generators for Cryptographic Applications 117-128
  Lyudmila Kovalchuk, Oleksii Bespalov, Hanna Nelasa
- Wikipedia-grounded Dataset for Question Answering, Verification, and Text Generation for Ukrainian Language 129-143
  Volodymyr Taranukha, Oleksandr Marchenko, Anatoly Anisimov, Emil Nasirov
- Database Security of the Automated Control Subsystem of Water Conservation Processes 144-155
  Vitalii Osipa, Lesya Ladieva, Bogdan Korniyenko
- Decision Support Methodology for Smart Regulation of Electric Power Consumption in Mine Drainage Systems 156-165
  Volodymyr Hnatushenko, Serhii Tkachenko, Liliia Beshta
- Vulnerability of Multilayer Network Systems to Targeted Group Attacks 166-179
  Olexandr Polishchuk, Dmytro Polishchuk

### Short Papers

- Learning Resources Recommendations Taking into Account the Individual's Preferences in Learning Style 180-188
  Yevheniya Savchenko-Syniakova, Kateryna Synytsya, Mykhailo Savchenko, Volodymyr Otenko, Svitlana Zaritskaya
- A Probabilistic Model with the Markov Property for Cyberattack Detection Based on the Analysis of Dynamic Traffic Variations 189-197
  Nataliia Vyshnevsk, Valerii Kozlovskyi, Yurii Lysetskyi, Ihor Makieiev
- Data Preparation and Enrichment Algorithm for Fraud Detection System 198-206
  Viktor Sahaidak, Kamila Storchak, Viktoriia Zhebka, Vladimir Bilavka, Andrii Bondarchuk

2026-02-09: submitted by Serhii Toliupa, metadata incl. bibliographic data published under Creative Commons CC0
2026-02-17: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|