Academia-to-Industry Competence Incubator

Open Innovations Association FRUCT

Proceedings of FRUCT'38

Helsinki, Finland, 5-7 November 2025
FRUCT Oy, Finland, ISSN 2305-7254, ISBN 978-952-65246-4-1
Sergey Balandin, Tatiana Shatalova

Issue 1 (Full Papers)

Authors Title Youtube Page start Page finish
Al-Balasmeh H. Blockchain-Enabled Zero Trust Architectures for Securing 6G-Connected Smart Cities https://youtu.be/RfRg7ulM92E 3 11
Amgothu S., Vedantham A., Gowda S. Observability and AIOps in Cloud-Scale DevOps: Technologies, Architectures, Challenges, and Future Trends https://youtu.be/TaBheAid05I 12 20
Baranyi R., Nemeskeri L., Breuer S., Aigner C., Hoerner W., Grechenig T. RehaSpeeder: A Gesture-Based Rehabilitation System That Supports the Free Definition of Movement Inputs for Enhanced Personalization and Motivation in Hand Therapy https://youtu.be/oSUUdoJ6Sqo 21 27
Candir O., Ozer H. An Energy and Migration-Aware VM Placement Model and Heuristics for Green Cloud Data Centers https://youtu.be/V2aMKJlcByA 28 35
Eritenko N., Menschikov A., Sviridov D., Sheryagin M., Sergienko S. Open-Source Large Language Model Frameworks for Automated Penetration Testing: Opportunities, Challenges, and Solutions https://youtu.be/963KELVdnKo 36 44
Ermak A., Gavrilov D., Novitskiy R., Gusev A., Andreychenko A. Building a Comprehensive Robust Framework for Predictive Machine Learning Models Development Using Real-World Clinical Data https://youtu.be/M5HwMlU6rpY 45 51
Fonseca P., Chuprov S., Solis J., Marquez G. Improving Lean Construction by Integrating ML for Contractor Performance Prediction https://youtu.be/j5dAnnsJ0ow 52 57
Gabrisova I., Koman G. Multitenant Cybersecurity Operations Center Designed as an Open Cloud Service with Machine Learning Elements https://youtu.be/UsZtyzLd_zs 58 63
Gismelbari M., Vixnin I., Alhasan A., Gataullin R. Human-IoT Interaction via EEG-Based Brain - Computer Interface Using Weak AI Models https://youtu.be/a81LaBtnjf4 64 73
Gonzales S., Sabino R., Ugarte W. Intelligent Web Application with Computer Vision Algorithms for Detecting Flaws and Damage on Fabric in the Textile Industry https://youtu.be/LWsaB_Oo1Zs 74 81
Grozov V., Budko M., Guirik A. A Method of Cryptographically Strong Pseudorandom Sequences Generation for Forming a One-Time Pad https://youtu.be/5jW9eaRjNSQ 82 89
Hairan B., Sahman M. Compressing Large Language Models for SQL Injection Detection: A Case Study on Deep Seek-Coder and Meta-llama-3-70b-instruct https://youtu.be/3F8KeIL9I30 90 96
Hamoud B., Othman W., Shilov N., Kashevnik A. Lightweight ML-Based Method for Mental Fatigue Assessment Using Human Facial Video https://youtu.be/Gb4MP4AJMHg 97 104
Harris C. Risk-Sensitive Microgrid Management Using Proximal Policy Optimization https://youtu.be/Xp9fksa2qnU 105 111
Ivashnev K., Korzun D. Modeling a Cyberimmune Architecture: The Case of Open Source Intelligence Systems https://youtu.be/lDxsjMQCF5M 112 120
Jeong S., Kang Y., Yun M. Explaining Takeover Requests: The Role of Hazard Type and Explanation Strategy in Conditionally Automated Driving https://youtu.be/90mz4zGbPSI 121 127
Kassab K., Teslya N. Parsing Bibliography Descriptions using Few-Shot Prompting with LLM https://youtu.be/JMq2hTKm99Q 128 135
Khalil K., Breum Hansen L.,Tayebi E., Gehrmann C. Learning at the Edge: Simulated DDoS Detection in 5G Networks https://youtu.be/rI4kGwvhuBU 136 143
Kocer H., Eldem S., Sahman M., Dundar A. Design and Implementation of a High Stability Laser Diode Driver and Precision TEC Controller for Tunable Diode Laser Absorption Spectroscopy https://youtu.be/HtgcvUQvfic 144 150
Kuchkov A., Kashevnik A., Gonchar L., Zinchik E., Brovkina E. An Approach to Point Cloud Model Pretraining from Image Networks Based on Knowledge Distillation with Multi-Scale Feature Extraction https://youtu.be/jXVeWmSOfXA 151 157
Kulin N., Zhuravlev V., Khairullin A., Sitkina A., Muravyov S. CoolPrompt: Automatic Prompt Optimization Framework for Large Language Models https://youtu.be/kV4rGeovE8I 158 166
Kumar K. Detecting Token-Level Hallucinations Using Variance Signals: A Reference-Free Approach https://youtu.be/_XTySFYEjII 167 174
Kumar V., Gignac B., Gidado A., Shah N., Shah K. AVQS: Advanced Video Querying System for Machine Learning Applications https://youtu.be/jou8IhaVxUM 175 188
Levshun Dia., Levshun Dmi. Comparative Analysis of Artificial Intelligence Models for Facial Image Modification Detection https://youtu.be/RLKfgXpXM5s 189 197
Litvinova T., Molchanova V., Dekhnich O., Seredin P. Describing Images: Linguistic Signatures of AI and Humans https://youtu.be/siFM9QgAh9M 198 208
Llaguento-de-la-Cruz M., Osorio-Quiroz J., Ugarte W. Desktop Application for a Virtual Chemistry Lab with Computer Vision-based Interaction for High School Students https://youtu.be/9n4VXiWQOOY 209 215
Makarov A., Shabunin A. AI-Driven Waste Detection in Russia: Towards a National Environmental Monitoring System https://youtu.be/bHEbpMnLh18 216 222
Marko R., Streicher A. Semantic Metadata Extraction from Online News Using a Modular Media Scraper https://youtu.be/r0eaJ3x6z2Q 223 230
Mracko A., Gabrisova A., Narova D., Cimrak I., Vanovcanova L. Detection of Suspicious Microcalcification Clusters in Mammography: A Patch Classification Approach https://youtu.be/S6pRy4_o0Fo 231 239
Obukhova N., Motyko A., Pozdeev A., Savelev A., Baranov P., Smirnov K., Sharivzyanov D., Samarin A., Kotenko E. Small Object Detection for Ornithological Monitoring Tasks https://youtu.be/n4HoAvp8UU8 240 247
Obukhova N., Motyko A., Pozdeev A., Savelev A., Baranov P., Smirnov K., Sharivzyanov D., Samarin A., Kotenko E. Tracking Small Objects in Global Motion Conditions for an Ornithological Monitoring System https://youtu.be/BBtgnBICAwg 248 254
Petrikova D., Cimrak I. Automated Immunohistochemistry Scoring: A Review of Advanced Computational Methods in Histopathology https://youtu.be/CjolRPg_8g0 255 262
Ponomarev A., Agafonov A. Learning to Defer with Better Features: A Case for Going Beyond the Final Layer https://youtu.be/5lDhCl5EdyA 263 269
Raj J., Daan T. Big Data Analytics for Predicting Policy Impacts on Religious Literacy in Secular Education Systems https://youtu.be/27kzkpKqR7Q 270 276
Ramirez J., Estrada S., Ugarte W. Intelligent Web Application based on RF and CNN for the Multiclass Classification of Cognitive Impairment in Older Adults in Peru https://youtu.be/5bInqRl24TE 277 283
Staron T., Kvet M. Database Analytics and Performance on Dataset of Global Temperature Changes (1970 - 2021) https://youtu.be/-3zlFXf52Hg 284 290
Tumma C., Ayyamgari S., Sannapu R., Sribhashyam A., Kadari S. Quantum-Resistant Cryptographic Architecture for Secure Payments and IoT-Driven Banking Ecosystems https://youtu.be/9Fyd8BwROZc 291 297
Ursani Z., Antypov D., Atkinson K., Dyer M., Rosseinsky M., Schewe S., Vasylenko A. Domain Independent XAI for Material Science https://youtu.be/fHMIiPBcaZU 298 308
Vara J., Dioses D., Wong L. Machine Learning Models for the Detection of ADHD in Primary School Students in Peru https://youtu.be/phseEvVK1BY 309 317
Weber M., Huber M., Auch M., Doschl A., Keller M., Mandl P. Digital Guardians: Can GPT-4, Perspective API, and Moderation API Reliably Detect Hate Speech in Reader Comments of German Online Newspapers? https://youtu.be/K3Qsj8qMI6E 318 326