| Vol-3983 urn:nbn:de:0074-3983-X Copyright © 2024 for the individual papers by the papers' authors. Copyright © 2024 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).

# ISW-CoLInS 2025
Intelligent Systems Workshop at CoLInS 2025

### Proceedings of the Intelligent Systems Workshop at 9th International Conference on Computational Linguistics and Intelligent Systems (CoLInS-2025)

### Kharkiv, Ukraine, May 15-16, 2025.

Edited by

### Olga Cherednichenko*
Vasyl Lytvyn**
Victoria Vysotska***
Agnieszka Kowalska-Stychen****
Yevgeniy Bodyanskiy*****

* Bratislava University of Economics and Management, Slovak Republic
** Lviv Polytechnic National University, Ukraine
*** Osnabrück University, Germany
**** Silesian University of Technology, Poland
***** Kharkiv National University of Radio Electronics, Ukraine

## Table of Contents

- Cover and Preface
  Summary: There were 58 papers submitted for peer-review to this workshop. Out of these, 19 papers were accepted for this volume, 20 as regular papers and 0 as short papers.
- A modular approach to enhancing safety in text-to-image diffusion models via targeted LoRA fine-tuning 1-11
  Maksym Kizitskyi, Oleksii Turuta
- The analysis of the impact of news sentiment on the dynamics of energy resource imports and exports in Ukraine during the full-scale war 12-27
  Nina Khairova, Nataliia Sharonova, Nadiia Babkova, Yehor Holyk, Dmytro Sytnikov
- The information-differentiated loss function for speech feature clustering in a low-resource environment 28-47
  Viacheslav Kovtun, Victoria Vysotska, Oksana Kovtun
- Adaptive neo-fuzzy bagging metamodel and its fast learning 48-58
  Yevgeniy Bodyanskiy, Ivan Izonin, Iryna Pliss, Olha Chala, Sergiy Popov
- Methods for generating recommendations based on user preferences and video game characteristics 59-79
  Oleh Veres, Pavlo Ilchuk, Olha Kots, Yurii Veres
- AI Agent for conversational Q&A over SaaS codebase using large language models 80-92
  Olga Cherednichenko, Dmytro Sytnikov, Nazarii Romankiv, Nataliia Sharonova, Polina Sytnikova
- Multithreshold neurons with smoothed activation functions 93-102
  Vladyslav Kotsovsky
- Deep learning-based segmentation of multi-temporal satellite imagery for flood detection 103-114
  Vita Kashtan, Volodymyr Hnatushenko
- Intelligent system for reconfiguring the redundant structure of ship actuators without disturbance 115-126
  Serhii Zinchenko, Oleh Tovstokoryi, Vitaliy Kobets, Kostiantyn Kyrychenko
- Intelligent UAV-UGV-SN-based system for monitoring and preventing forest fires 127-141
  Dmytro Korniienko, Vyacheslav Kharchenko
- Comparative analysis of activation functions in U-Net for binary water segmentation using Sentinel-2 imagery 142-152
  Pavlo Kundenko, Viktoria Hnatushenko, Vladyslav Tsaryk, Iryna Dmytriieva
- Improving the architecture of a two-level heterogeneous ensemble for solving machine learning problems 153-165
  Irina Kalinina, Aleksandr Gozhyj, Victor Gozhyi, Sergii Shiyan
- Binary data compression using combinations of entropy and dictionary encoding algorithms 166-178
  Oleksii Turuta, Nataliia Golian, Vira Golian, Iryna Afanasieva, Kostiantyn Onyshchenko, Sviatoslav Mychka
- Intelligent information technology for business process model quality and error volume assessment 179-195
  Olha Yanholenko, Andrii Kopp, Mykhailo Godlevskyi, Dmytro Orlovskyi
- Aircraft detection in aerial imagery based on YOLO architectures 196-208
  Vita Kashtan, Yevhen Radionov, Volodymyr Hnatushenko
- Electricity consumption forecasting in smart homes with LSTM networks 209-218
  Vasyl Teslyuk, Iryna Gado, Oleh Vatuliak, Ivan Tepliakov
- K-means clustering method in organizing passenger transportation in a smart city 219-240
  Yurii Matseliukh, Vasyl Lytvyn, Myroslava Bublyk
- Intelligent system of invariant interactions automorphisms of the theory of symmetry for innovative transformations of a tourism product under extreme environmental influences 241-256
  Marharyta Sharko, Olga Gonchar, Natalia Petrushenko, Nataliya Boretska, Galina Krapivina, Valentyna Burak, Katerina Fokina-Mezentseva
- Intelligent systems of optimisation maritime transport development management under conditions of multicriteria and uncertainty of input information 257-267
  Oleksandr Sharko, Dmitry Stepanchikov, Artem Sharko, Petro Movchan

2025-06-17: submitted by Victoria Vysotska, metadata incl. bibliographic data published under Creative Commons CC0
2025-06-25: published on CEUR-WS.org |valid HTML5|