| Vol-4158 urn:nbn:de:0074-4158-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: AITDS 2025
Artificial Intelligence Technologies and Data Science 2025

### Proceedings of the Information Technology and Implementation (IT&I) Workshop: Artificial Intelligence Technologies and Data Science (IT&I-WS: AITDS 2025)

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

Edited by

### Vitaliy Snytyuk *
Lyudmyla Kirichenko **
Oksana Mulesa ***
Serhii Lupenko ****

*Taras Shevchenko National University of Kyiv, Ukraine
**Lodz University of Technology, Poland
*** University of Prešov, Slovakia
**** Opole University of Technology, Poland

## Table of Contents

- Preface
  Summary: There were 26 papers submitted for peer-review to this workshop. Out of these, 17 papers were accepted for this volume, 15 as regular papers and 2 as short papers.

### Regular Papers

- Web Framework For Improving Deepfake Images 1-10
  Oleh Pitsun
- Conflict between Relevance and Pertinence as a Manifestation of Internal Imbalance in LLM 11-24
  Dmytro Lande, Yuriy Danyk
- Controlling bot behavior in RPG games using an artificial immune system 25-37
  Mykola Korablyov, Oleksandr Fomichov, Oleksandr Tkachuk, Igor Kobzev
- Automated Design of Complex Systems Using Generative Models 38-50
  Denys Symonov, Oleksandr Palagin, Yehor Symonov, Bohdan Zaika
- A Metric-Driven Evaluation of Rephrased and Generated Texts 51-60
  Kateryna Antipova, Hlib Horban
- Comprehensive Multi-Level Optimization of Safe Swarm Motion 61-75
  Leonid Hulianytskyi, Maksym Ogurtsov, Vyacheslav Korolyov, Oleksandr Yarushevskyi
- Agent-Orchestrated Architecture for Distributed AI Systems 76-88
  Ihor Novoseltsev, Mykola Korablyov, Iurii Iurchenko, Oleksandr Tkachuk
- Hybrid Deep Learning Model for Deception Detection in Healthcare Audio Data 89-103
  Sergiy Yakovlev, Artem Khovrat, Vitalii Volokhovskyi, Volodymyr Kobziev, Oleksii Nazarov
- Semantic–Statistical Model for Assessing Expert Competence in Scientific Competitions 104-116
  Vitaliy Tsyganok, Yaroslav Khrolenko
- Secure Image Transmission Method for UAVs Based on LoRa Technology 117-126
  Pylyp Prystavka, Oksana Zolotukhina, Olha Cholyshkina, Yevhen Filyak, Mykola Zashchyk
- A hybrid approach based on swarm intelligence and behavior trees for coordinating autonomous agents 127-145
  Michael Zgurovsky, Yuriy Zaychenko, Helen Zaichenko, Oleksii Kuzmenko
- Interpretable Machine Learning using Visibility Graph and Random Forests 146-158
  Andrii Bielinskyi, Vladimir Soloviev, Andriy Matviychuk, Halyna Velykoivanenko
- Exploring Neural Network Methods for Software of Military Object Detection in UAV Images 159-170
  Oleksii Bychkov, Kateryna Merkulova, Yelyzaveta Zhabska, Ivan Ivanenko
- Fuzzy Model for Evaluating Destination Appeal within Cultural Tourism 171-180
  Inna Polishchuk, Myroslava Kulynych, Bohdan Durnyak, Volodymyr Polishchuk
- A Hierarchical Competency Model for Decision Support in Seafarer Selection 181-192
  Olha Izmailova, Hanna Krasovska, Oleh Ilarionov, Iryna Domanetska

### Short Papers

- Statistical concept of interpretable artificial intelligence 193-201
  Dmytriy Klyushin
- Dynamic User-Guided Evolutionary System for Generative Music 202-210
  Ievgen Fedorchenko, Andrii Oliinyk, Tetiana Fedoronchak, Maksym Chornobuk

2025-12-17: submitted by Vitaliy Snytyuk, metadata incl. bibliographic data published under Creative Commons CC0
2026-02-07: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|