Inteligjenca Artificiale dhe Siguria Kibernetike në fokus të Konferencës Ndërkombëtare të UBT-së

24/10/2026

Në kuadër të konferencës ndërkombëtare të UBT-së, Fakulteti i Shkencave Kompjuterike dhe Inxhinierisë prezantoi një numër të gjerë punimesh shkencore që trajtojnë inteligjencën artificiale, zhvillimin e softuerëve, mësimin makinerik, sistemet inteligjente, komunikimet kompjuterike dhe sigurinë kibernetike.

Përmes tri sesioneve shkencore, studiuesit prezantuan rezultate kërkimore dhe zgjidhje inovative për sfida aktuale në arsim, shëndetësi, programim, menaxhim të të dhënave dhe mbrojtje të sistemeve digjitale.

Në sesionin e parë, me kryesues Blerim Zylfiu dhe bashkëkryesues Lavdim Menxhiqi, u prezantuan punime mbi programimin, arkitekturën e softuerëve, binjakët digjitalë, platformat e Internetit të Gjërave (IoT), modelet e mëdha gjuhësore dhe përdorimin e inteligjencës artificiale për zhvillimin e sistemeve më të besueshme.

Punimet e prezantuara përfshinë:

Erblina Ramadani, Fëllanza Egegji, Mirlinda Selimaj – An Interactive Approach to Teaching Recursion: Performance Analysis and Visualization of the Tower of Hanoi Problem
Lind Sylqa, Hizer Leka – Application of the Concept of Limit in Computer Science and Modern Systems
Liridon Hoti, Hiflobina Dermaku, Vesa Rrahmani – The Use of Digital Twins for the Validation of Complex Software Systems
Albanë Gashi, Genc Zhushi – Exploring Students’ Intentions for Synchronous E-Learning: A Behavioral Perspective
Besa Alija – Process Modelling for the Digitalisation of Third-Cycle Studies: A Case Study at South East European University
Auron Ismajli, Lavdim Beqiri, Besnik Qehaja – Microservices Architecture in Modern Enterprise Applications: Benefits, Challenges and Best Practices
Erti Hoxha, Elton Boshnjaku – Design and Development of ‘CampusLab Twin’: A Prototype Digital Twin Platform for Monitoring Laboratory Infrastructure in Higher Education Institutions in Kosovo Using Simulated Data
Jahir Qoçaj, Elton Boshnjaku – Development of an IoT Platform with Virtual Sensors for Real-Time Simulation and Forecasting of Photovoltaic Energy Production
Bejda Maksuti, Visar Shehu, Adrian Besimi – Evaluating Cloud and Local Large Language Models for Java Code Optimization: Correctness, Performance, and Deployment Trade-Offs
Anita Maloku, Elton Boshnjaku – IoT-Based Remote Patient Health Monitoring System with Real-Time Health Alerts
Altinë Salihu, Edmond Hajrizi, Alma Novobërdaliu – Beyond Conflict-Free Timetables: Constraint Graphs for Fair and Stable Academic Scheduling
Altinë Salihu, Edmond Hajrizi, Diellza Berisha – When a Fast Website Is Still Hard to Use: Accessibility and Interaction Reliability in Single-Page Applications
Greta Ahma, Blerta Xheladini, Vehebi Sofiu, Alma Novobërdaliu – A Multidimensional and Reproducible Evaluation of AI-Generated Code Reliability
Blerta Xheladini, Vehebi Sofiu, Greta Ahma, Alma Novobërdaliu – Implementation and Performance Analysis of JPEG Image Compression in MATLAB
Florent Latifi, Altina Salihu – Automated Code Smell Detection and Refactoring Recommendations Using Software Metrics and Machine Learning
Anduena Syla – A Comparative Evaluation of Local Large Language Models for Referential Ambiguity Detection in Software Requirements
Eriola Salihu, Diellza Berisha – Design and Evaluation of an Integrated Web Platform for Home Care Management for Older Adults in Kosovo
Alma Novobërdaliu, Altina Salihu – Trust but Verify: An Empirical Study of Security and Maintainability in Code Generated by Agentic AI Coding Assistants

Në sesionin e dytë, me kryesues Bertan Karahoda dhe bashkëkryesues Besnik Qehaja, fokusi ishte te inteligjenca artificiale dhe mësimi makinerik, me aplikime në arsim, analizën e sjelljes së përdoruesve, vlerësimin e rrezikut, shëndetësinë, përpunimin e sinjaleve dhe analizën e të dhënave digjitale.

Në këtë sesion u prezantuan këto punime:

Vrion Krasniqi, Besnik Qehaja – Impact of Text Preprocessing on Machine Learning Performance in Spam Detection
Adea Likaj, Lavdim Beqiri – The Impact of Artificial Intelligence in Education
Elmedina Murturi, Lavdim Beqiri – Machine Learning as the Foundation of Modern Intelligent Systems
Arbëresha Hoxha, Greta Ahma – Explainable Machine Learning for Analyzing Player Behavior and Engagement in Video Games
Lamir Shkurti, Avdyl Demukaj, Vehebi Sofiu – Efficiency versus Fairness in Automated Credit Scoring: A Comparative Analysis of Logistic Regression, Random Forest, and XGBoost
Qëndresa Morina, Zsolt Lavicza – Designing SIMPLE-AI: Configuring a Custom GPT to Support Mathematical Word-Problem Instruction
Laura Sherifi, Leonora Sherifi, Kaltrina Latifi, Ramadan Dervishi – Import Risk Analysis System: A Machine Learning-Based Approach for Import Risk Detection
Vesë Vrellaku, Stinë Demolli, Ela Ramosaj, Dren Kastrati, Greta Ahma – Machine Learning-Based Skin Lesion Classification and Geospatial Recommendation of Medical Clinics Using Clinical Metadata and Dermoscopic Images
Fjolla Nebihi, Greta Ahma – Real-Time Sign Language-to-Speech Translation Using MediaPipe and Deep Learning
Lulzim Thaçi, Rrita Canolli – Biophysics-Inspired Neural Network Pruning for Computational and Energy Efficiency
Vehebi Sofiu, Greta Ahma, Lamir Shkurti, Mirlinda Reqica, Blerta Xheladini – An Integrated Analytical and Statistical Approach to Continuous and Discrete Signal Classification Using Laplace Transform Techniques
Altinë Salihu, Edmond Hajrizi, Jeta Domi, Besnik Qehaja – Tracing Coordinated Behavior in Online Communities Through Temporal Graph Learning
Altinë Salihu, Edmond Hajrizi – Helpful Hint or Hidden Solution? Evaluating AI Feedback in Introductory Programming
Rigon Pira, Gentrit Halimi – Supercritical Spreading and Threshold Effects: A Spark-Based Simulation of Information Diffusion on the Higgs Twitter Network
Oltiona Qadraku – LogSense: Explainable Anomaly Detection for System Logs
Alma Novobërdaliu, Blerta Xheladini, Greta Ahma – Generative Artificial Intelligence Use Among University Students in Kosovo: Attitudes, Practices, and Implications for Academic Integrity
Diellza Berisha, Edmond Hajrizi, Laura Gjikokaj – Faster Diagnostics or Earlier Reassessment? A Mathematical and Simulation-Based Study of Emergency Patient Flow
Elinda Krasniqi, Bledi Buduri – Predictive Performance and Explanation Stability in Student Dropout Classification: A Comparative Machine Learning Study
Bledi Buduri, Leutrina Pireva – Order Effects of Noise and MP3 Transcoding in Music Retrieval: A Paired Follow-up Study
Elinda Krasniqi, Bledi Buduri – Probability Recalibration under Increasing Feature Missingness with Limited Labels
Blerta Xheladini, Greta Ahma, Vehebi Sofiu, Alma Novobërdaliu – A Comparative Study of Machine Learning Algorithms for Predicting Online User Behavior from Digital Footprints

Në sesionin e tretë, me kryesues Zhilbert Tafa dhe bashkëkryesues Xhafer Krasniqi, u trajtuan komunikimet kompjuterike, siguria e rrjeteve, kriptografia dhe metodat e avancuara për zbulimin dhe parandalimin e sulmeve kibernetike.

Punimet e prezantuara përfshinë:

Xhafer Krasniqi, Edmond Hajrizi – Performance of the AI Control Layer in a Private Outdoor 5G Open RAN Deployment: Field Evidence from a 15-Cell Multi-Vendor Trial
Egzon Lika, Zhilbert Tafa – DDoS Attack Detection in IoT Networks Using Isolation Forest and Logistic Regression
Erblina Ramadani, Fëllanza Egegji, Mirlinda Selimaj – One-Time Pad and Key Reuse Vulnerabilities: A Practical Cryptographic Study
Liridon Hoti, Besnik Qehaja, Leart Bajrami – Development of a Real-Time Cyberattack Detection Platform Using Reinforcement Learning Techniques
Liridon Hoti, Kastriot Dermaku, Oketa Shuki – A Systematic Review of Static Analysis Approaches for Cross-Site Scripting (XSS) Vulnerability Detection in Web Applications
Albiona Leka, Rron Morina, Gazmend Krasniqi, Hizer Leka – Comparative Analysis of the Performance and Security of DES, 3DES and AES Algorithms
Liriana Idrizi, Lavdim Beqiri – AI-Based Detection of Phishing Emails: A Review of Machine Learning Approaches and Practical Challenges
Viola Pajaziti, Shkurte Kamberi, Blend Bunjaku, Hizer Leka – The Use of Matrices for Encrypting and Their Inverse for Decrypting
Albiona Leka, Edmond Hajrizi, Besnik Qehaja, Hizer Leka, Dion Mulaj – The Implementation of an Intrusion Detection System based on Machine Learning
Altinë Salihu, Vesa Basha, Erind Balaj, Bled Mehmeti – When Probabilistic Cryptanalysis Fails: Statistical Breakdown Thresholds in Short-Ciphertext Vigenère Attacks
Altinë Salihu, Edmond Hajrizi – From Login to Logout: Finite-State Verification of Authorization in Web Systems
Alma Novobërdaliu, Greta Ahma, Blerta Xheladini – Security in Microservices-Based Systems: A Semi-Systematic Literature Review of Threats, Mechanisms, and Zero-Trust Approaches

Përmes këtyre sesioneve, Fakulteti i Shkencave Kompjuterike dhe Inxhinierisë krijoi hapësirë për prezantimin e rezultateve kërkimore dhe shkëmbimin e njohurive në fusha kyçe të zhvillimit teknologjik. Punimet e prezantuara theksuan rolin e inteligjencës artificiale, sistemeve inteligjente dhe sigurisë kibernetike në përmirësimin e shërbimeve, avancimin e kërkimit shkencor dhe adresimin e sfidave të transformimit digjital.