ProfIT AI 2025
5th International Workshop of IT-professionals on Artificial Intelligence 2025

Table of Contents

• Preface
  Summary: There were 128 papers submitted for peer-review to this workshop. Out of these, 44 papers were accepted for this volume, 32 as regular papers and 12 as short papers.

Section 1. Computer Vision and Signal Processing

• Integrating AI and Remote Sensing for Monitoring War-Impacted Agricultural Lands: Damage Assessment and Remediation Tracking 1-14
  Sofiia Drozd, Andrii Shelestov, Nataliia Kussul
• Improving Navigation Systems with Computer Vision Approaches 15-26
  Artem Panchenko, Denys Drobin, Kyrylo Rukkas, Anastasiia Morozova, Lyudmyla Polyakova, Iryna Zaretska
• Intelligent GAN-Based Framework for High-Resolution Satellite Imagery Enhancement 27-38
  Victor Sineglazov, Artem Holovachov
• Deep Learning-Driven Fabric Classification: Distinguishing Natural and Synthetic Materials 39-51
  Olexander Mazurets, Olha Zalutska, Maryna Molchanova, Olena Sobko, Liudmyla Bukhantsova, Oksana Zakharkevich
• Method for Automated Monitoring of Moving Objects using Computer Vision Models 52-65
  Olena Yashyna, Tetiana Boiarska, Eduard Khomiak, Olena Havrylenko, Pavlo Hrynevych
• Investigation of Machine Learning Techniques for Restoring the Quality of Compressed Audio 66-76
  Artem Panchenko, Denys Yarkin, Vyacheslav Frolov, Ievgen Meniailov, Maryna Vladymyrova, Victoriya Kuznietcova
• Hybrid Quantum–Classical Machine Learning for Robust Satellite Image Classification on EuroSAT 77-84
  Akansha Singh, Krishna Kant Singh
• Fingerprint Descriptor Model Utilizing Euclidean Minutiae Features 85-93
  Yurii Pohuliaiev, Kirill Smelyakov
• Analysis of the Influence of Cosine Distance Threshold Values in a Real-time Face Recognition System 94-101
  Maksym Holikov, Volodymyr Donets, Viktoriia Strilets, Kyryl Korobchynskyi
• An Efficient Approach for Audio Deepfake Detection 102-107
  Quan Trong The

Section 2. Natural Language Processing and Human-AI Interaction

• Evaluation of Resemblyzer Ability to Authenticate the Person by Short Audio Records 108-126
  Mykhailo Trusov, Oleksii Turuta, Dmytro Uzlov
• A Hybrid Neural Network and Bayesian Classification Framework for Multi-Class Disinformation Detection in Socially Oriented Systems 127-140
  Artem Khovrat, Volodymyr Kobziev, Andrii Strelchenko
• Neural Network Assessment of Post-Traumatic Risk Behavior Using Social Media Posts Analysis 141-151
  Iurii Krak, Oleksandr Ovcharuk, Olexander Mazurets, Olena Sobko, Maryna Molchanova, Olexander Barmak
• Text Classification System using Natural Language Processing and Machine Learning with Generative Adversarial Networks 152-162
  Victor Sineglazov, Anna Lytovchenko
• Deploying LLMs on CPU-only Environments with llama.cpp Library Set: MedLocalGPT Project Case 163-176
  Kyrylo S. Malakhov
• A Distance-metric Approach to Expert Agreement In Multi-level Publications Classification 177-187
  Ihor Turkin, Andriy Chukhray, Oleksandr Liubimov, Lina Volobuieva
• AI-Facilitated Software Project Generation from Natural Language Using Curated Code Snippets 188-197
  Artem Khovrat, Serhii Shchoholiev, Mariya Shirokopetleva, Volodymyr Kobziev, Volodymyr Strukov
• Cognitive Interaction Layers for Neuro-Symbolic AI 198-206
  Yevheniia Babenko, Volodymyr Romanov
• Approaching LLM Alignment using Agents with RAG 207-215
  Vladyslav Fliahin, Olena Turuta, Oleksii Turuta

Section 3. Methods and Infrastructure for Intelligent Systems

• Selecting a Simulation Runtime for Opinion Dynamics: Evaluating Elixir for Agent-Based Models 216-226
  Yurii Lytvynenko, Grygoriy Zholtkevych
• Online Feature Vector Restoration in Data Stream Mining Tasks 227-239
  Volodymyr Kartashov, Yevgeniy Bodyanskiy, Nonna Kulishova, Yehor Kulishov
• Markov’s Models of AI Systems Availability Considering Re-learning Processes 240-249
  Vyacheslav Kharchenko, Yuriy Ponochovnyi, Heorhii Zemlianko
• AI-based Intelligent System for Applied problems: Model Generation Web Application Architecture 250-261
  Oleksandr M. Khimich, Oleksandr V. Popov, Tamara V. Chistyakova, Elena A. Nikolaevskaya, Pavlo S. Yershov
• Module Selection Optimization via Combinatorial Techniques in Intelligent Systems 262-274
  Liudmyla Koliechkina, Oksana Pichugina, Yurii Skob, Olena Dvirna
• Formal Verification of Aerospace Cyber-Physical System Software 275-288
  Yuriy Manzhos, Yevheniia Sokolova
• Adaptive Online Bagging using the Cascade Approach 289-297
  Sergiy Popov, Iryna Pliss, Oleh Zolotukhin, Maryna Kudryavtseva
• Using the Gradient Projection Method in an Intelligent Cutting and Packing System 298-304
  Mykola Popov, Oleksii Kartashov
• Handling Hybrid Infrastructure Automation: Intelligent Management System with Anomaly Detection 305-311
  Ivan Byzov, Kyryl Korobchynskyi, Volodymyr Strukov

Section 4. Applied Artificial Intelligence

• A Neural Network-Driven Adaptive Approach for Maximum Coverage Location with Restricted Zones 312-322
  Sergiy Yakovlev, Yehor Havryliuk, Olha Matsyi, Andrii Hulianytskyi, Alexander Kirpich
• Intelligent Framework for Monitoring Sustainable Development Goals within Project Portfolios and Programs 323-333
  Yuliia Husieva, Igor Chumachenko, Nataliia Dotsenko, Ihor Biletskyi, Ivan Nekrasov, Illia Khudiakov
• Analysis of Influencing Factors in Planning Military UAV Missions using Machine Learning 334-348
  Oleksandr Prokhorov, Oleg Fedorovich, Yuliia Leshchenko, Oleksandr Kholodniak
• Development of an Intelligent Innovative Management System Printboost for the Publishing and Printing Industry 349-364
  Lyudmyla Mayik, Denis Boyarkin, Volodymyr Mayik, Tetyana Holubnyk
• Numerical modeling of hydrogen deflagration dynamics in enclosed space 365-378
  Yurii Skob, Oksana Pichugina, Oleksii Kartashov, Volodymyr Khalturin, Liudmyla Koliechkina, Elena Arshava
• Operationalizing the Formalizability of Mathematics Problems for Intelligent Tutoring Systems: Taxonomy, Measurement Protocol, and Educational Impact 379-388
  Oleksandr Yevdokymov, Andriy Chukhray, Tetiana Stoliarenko
• Governing AI in Education: A Cross-Organization Analysis of International Policy, Law, and Standards 389-400
  Dmytro Chumachenko, Ann Fitz-Gerald, Artem Artyukhov, Serhiy Lyeonov

Section 5. Intelligent Systems in Healthcare

• Localization-Guided Semantic Segmentation Framework for Breast Ultrasound Lesions Using BUS_UCLM 401-414
  Faycal Arioua, Faycal Touazi, Djamel Gaceb, Tayeb Benzenati, Ibtissem Telkhoukh, Nour Elhouda Magaz
• Stochastic Initialization for Neural Networks Based on the Analysis of Biological Systems 415-426
  Oleh Zolotukhin, Yevgeniy Bodyanskiy, Valentin Filatov, Maryna Kudryavtseva, Yevhenii Yeriemieiev
• Using Machine Learning Methods to Analyze HIV Incidence in Ukraine 427-439
  Yurii Parfeniuk, Dmytro Kurinniy, Kseniia Bazilevych, Ievgen Meniailov
• AutoML-Driven ECG Classification of Cardiac Pathologies with Explainable AI 440-453
  Dmytro Tymoshchuk, Andriy Sverstiuk, Vitaliy Tymoshchuk, Lyubomyr Mosiy, Oksana Bahrii-Zaiats
• Enhancing Skin Cancer Detection Using Curriculum Learning In Ensemble Deep Learning Context 454-466
  Riadh Meghatria, Djamel Gaceb, Fayçal Touazi, Tina Boukert, Sarah Ben Aidrene
• Method of Immunohistochemical Slide Analysis 467-477
  Serhii Potapov, Vitaliy Gargin
• Forecasting of Acute Upper Respiratory Tract Infection in Ukraine during the War Conditions using LSTM Model 478-486
  Mykola Butkevych, Kateryna Vasiuk, Iryna Trofymova, Tetyana Chumachenko
• Exploring the Sphenoid Sinus as a Biometric Marker for Human Identification 487-493
  Victoriia Alekseeva, Marcus Krüger, Tom Graner, Severin Weiß, Marcus Frohme, Alina Nechyporenko
• Predictive Modeling of Echocardiographic Parameters Using Electrocardiogram Features via Machine Learning Methods as a Tool for Assessing of Functional Status of Military Personnel 494-500
  Anton Popov, Vasyl Stasiuk, Illya Chaikovsky