ISW-CoLInS 2025
Intelligent Systems Workshop at CoLInS 2025

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, 19 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