Academia-to-Industry Competence Incubator

Open Innovations Association FRUCT

Proceedings of FRUCT'39

Helsinki, Finland, 28-30 April 2026
FRUCT Oy, Finland, ISSN 2305-7254, ISBN 978-952-65246-5-8
Sergey Balandin, Tatiana Shatalova

Issue 1 (Full Papers)

Authors Title Youtube Page start Page finish
Acharya G., Natarajan S. Blockchain-Based Upgradeable Cryptocurrency Credit Card System https://youtu.be/ZOOqvc9DmI8 3 9
Al-Balasmeh H. Edge-Based Digital Forensics for Medical IoT with Permissioned Blockchain Verification https://youtu.be/bxUhap6cReQ 10 19
Alcakakan Y., Korcak O., Erdem C. Semi-Supervised Split Federated Learning for Image Classification on Edge Devices https://youtu.be/M1-U1f3pC54 20 27
Alkhudaydi F., Abaalkhail E., Alali H., Alotaibi F., Alzahrani S., Alghamdi M. Predicting Physical Fatigue in Hajj Pilgrims Using Wearable Sensors and Neural Network https://youtu.be/IuzK4BpewxI 28 33
Blahova L., Cimrak I., Kostolny J. A Configuration-Driven Metadata Harmonisation Framework for Reproducible Multi-Database Mammography Research 34 41
Dikalin K., Chernishev G. ParqOpt: Ingestion-Layer File Converter for Analytical Platforms https://youtu.be/Lh1ltTVseUs 42 53
Dragomirov D., Kulin N. RIDER: Evolutionary Prompt Optimization with Adaptive Operator Selection and Reflective Diversity Control https://youtu.be/4B8jI3O05wU 54 60
Gavrilov A., Gazzaev A., Muravyov S. Where Quality Breaks in Compressed Short-Text Generation: Staged Bottleneck Localization https://youtu.be/JExX7cxa63s 61 68
Gonzales J., Laguerre F., Wong L. Mobile Application to Assist in the Evacuation of Blind or Visually Impaired People using IoT and Azure AI Computer Vision https://youtu.be/ysvG5EhWI-g 69 77
Gugunishvili L., Demakov M., Levshun D. Optimized Component Selection for Onboard Electronics under Supply Constraints and Technical Compatibility Requirements using Genetic Algorithms https://youtu.be/zbyjtj0VJbQ 78 84
Gundogar M., Erdem C., Korcak O. Integrating rPPG-based Physiological Cues into Federated Face Presentation Attack Detection via Stacking https://youtu.be/qlNxTttnCvQ 85 93
Ivanov M., Smirnov M., Strazdina A., Chernishev G. Scalable Maximal Frequent Episode Mining with Desbordante https://youtu.be/DLUCJkTNFJo 94 105
Joyal J., Al-Mashhadani B., Al-Khafajiy M. Personalised Fitness Training via Workout Difficulty Classification from Biometric and Performance Features https://youtu.be/8zR6jrdpTmc 106 111
Kotov M., Levshun D. Comparative Evaluation of Missing-Person Information Systems: A Cross-Jurisdictional Audit of Functional Capabilities and Stakeholder Accessibility https://youtu.be/cGq1Z3M0XdQ 112 121
Kozhukov I., Fedoseev D., Emelyanov M., Smola A., Senichenkov P., Anosov P., Chernishev G. Efficient Discovery of Conditional Dependencies with Desbordante https://youtu.be/08m1dHbw2Co 122 133
Kuchkov A., Shubin Y., Kashevnik A., Ezhova K., Gonchar L., Brovkina E., Nerobova S. Method for ViT Performance Optimization Based on Token Permutation and Spatial Reduction https://youtu.be/bv4oda0R_lA 134 142
Kucera D., Susky M., Kvet M. Design and Implementation of a Remote Computer Monitoring System https://youtu.be/f5q8xW2oVkM 143 148
Kulin N., Zhuravlev V., Khairullin A., Muravyov S. RE-GPS: Reflective Evolutionary Gradient Prompting System for Large Language Models https://youtu.be/lb5DT7Dzshw 149 155
Liu W., Rouse R. Uncover Risk Drivers for Wildfire Occurrence with Machine Learning Approach https://youtu.be/88cZNzz8swQ 156 166
Mandala R., Bommireddy B. Open-World Hazard Discovery in Consumer Products via Heterogeneous Graph Representation Learning https://youtu.be/hwn3kc49Gq8 167 172
Maxhelaku S., Koci E., Corradini F. Machine Learning-Based Landslide Risk Prediction in Tirana, Albania https://youtu.be/UNCDl_GNUo4 173 178
Mishra S. ERP-RiskBench: Leakage-Safe Ensemble Learning for Financial Risk https://youtu.be/kEh71FcpekU 179 191
Muratov S., Muravyov S. Formation of a Single Vector of Attributes for Data from Monitoring and Journalism Systems https://youtu.be/pryNkjMc1K4 192 198
Onel I., Karaca I., Korcak O. MRP-Enabled PC-Based PROFINET Controller: Implementation and Performance Evaluation https://youtu.be/9IKqOfjdaVU 199 204
Ozer A., Ennis J. Centralized First-Price Clearing for Budget-Constrained Two-Sided Multi-Item Markets https://youtu.be/qnpRUQXo_0E 205 212
Pastierik I., Kvet M. Performance Evaluation of Oracle APEX Reporting Regions: Analysis of Filtering and Sorting Performance https://youtu.be/bYoAF6dSmWU 213 221
Romanova A. Semantic Similarity is Not Evidence: Verification Diagnostics for LLM Embeddings https://youtu.be/WljW8SYI_AU 222 227
Romanyuk V., Kashevnik A. Wearable EEG-Based Stress Recognition Using Deep Learning Models https://youtu.be/bmdlM6bcseQ 228 234
Samarin A., Toropov A., Mamaeva A., Kotenko E., Nazarenko A., Mikhailova E., Malykh V., Savalev A., Motyko A., Nazarenko D. Adaptive Pruning for Universal-Filter Image Color Correction https://youtu.be/-B_F8N5kYvA 235 243
Samarin A., Toropov A., Mamaeva A., Kotenko E., Nazarenko A., Mikhailova E., Malykh V., Savalev A., Motyko A., Nazarenko D. Efficient Pruning Optimization for Trainable Descriptor-Based Facade Signboard Classification https://youtu.be/8_zcdzVxuiw 244 252
Samarin A., Toropov A., Mamaeva A., Kotenko E., Nazarenko A., Mikhailova E., Malykh V., Savalev A., Motyko A., Nazarenko D. Optimized Pruning Strategies for Non-local Architectures in Lung Computed Tomography Tumor Recognition https://youtu.be/N-6jzPpfuIs 253 261
Shehzadi A., Fraz M., Ali S., Bilal H., Satti F. A Hybrid Multimodal Architecture for Named Entity Recognition on Social Media Using Domain-Specific Language Modelling and Token-Level Gated Visual Fusion https://youtu.be/e4CD9l-4jpg 262 271
Singh S., Roy J., Pushkala S. Security Without Detection: Economic Denial as a Primitive for Edge and IoT Defense https://youtu.be/eG57T73ikkc 272 280
Smirnov A., Levashova T., Ponomarev A. Decision Support Based on Large Language Models: Ontology-based Architecture and Generalized Scenario 281 289
Vedantham A., Sunkara K., Parza N. Cooperative Intelligence for Heavy Commercial Vehicles: An EdgeCloud V2X Architecture for Predictive Risk Mitigation https://youtu.be/Hm9shSEDMik 290 295
Vedantham A., Sunkara K., Parza N. Digital Immunity for the U.S. Supply Chain: Preventing Data Loss in Moving Vehicles https://youtu.be/1XMgvBeX28s 296 301
Villegas-Aguirre C., Lopez-Fuentes F. An Interactive and Didactic Tool for Learning the Principles of Blockchain Technology https://youtu.be/jFMBm1w_Fio 302 308
Xhumari E., Dollaj E., Corradini F. AI-Based Clinical Decision Support System for Predicting Renal Impairment Risk in Cancer Patients https://youtu.be/Bq1HH8EonVc 309 315
Yenugudati K. Building Government-Grade Secure Access Service Edge (SASE): Compliance, Architecture, and Lessons from IRAP-Certified Deployments https://youtu.be/GTsKQ8kEt74 316 321
Zyurikov L., Khodorchenko M. From Documents to KBLaM: An End-to-End Pipeline for Structured Knowledge Extraction and Injection https://youtu.be/MjhdfZYS924 322 329