Proceedings of the Second Conference on: Applications of Artificial Intelligence
Touazi, F., Belkasmi, D ., Benzenati, T., YAHIATENE, Y., BOULIF, M., & DAOUI, A.
(2025, novembre 6). Proceedings of the Second Conference on Applications of Artificial Intelligence
(A2I'25) (A2I'25), Computer Science Department, Faculty of Science University M'hamed Bougara
Boumerdes, Algeria. ISBN: 978-9969-9650-0-1, Doi:https://doi.org/10.5281/zenodo.17542999
Table of Contents
Front Matter
Preface
Pages iii
Organizing Committee
Pages iv
Scientific Committee
Pages v
Keynote Speakers
Pages vii
I Artificial Intelligence for Medical Imaging and Data Security
Transfer Learning with Enhanced Models for Skin Cancer Detection: A Comprehensive Evaluation of
Transfer Learning and Data Augmentation on the ISIC 2020 Dataset
Pages 2-11
Ayadi, Y. (2025). Transfer Learning with Enhanced Models for Skin Cancer
Detection: A Comprehensive Evaluation of Transfer Learning and Data Augmentation on the ISIC
2020 Dataset. In Proceedings of the Second Conference on Applications of Artificial Intelligence
(A2I'25), 2-11. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17543987
AI for Medical Image Security: A Comprehensive Review of Techniques and Challenges
Pages 12-19
Benyoucef, A., & Hamadouche, M. (2025). AI for Medical Image Security: A
Comprehensive Review of Techniques and Challenges. In Proceedings of the Second Conference on
Applications of Artificial Intelligence (A2I'25), 12-19. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17543986
A novel cloud-deployed data pipeline for cervical spine fracture detection in 3D CT images
Pages 20-28
Bouchebbah, F., Aggoune, R., & Amrane, C. (2025). A novel cloud-deployed
data pipeline for cervical spine fracture detection in 3D CT images. In Proceedings of the
Second Conference on Applications of Artificial Intelligence (A2I'25), 20-28. ISBN
978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17544588
Advanced Ensemble Learning Framework for Reliable Smart Grid Stability Detection
Pages 29-37
Mezzoudj, S., Saadna, Y., & Khelifa, M. (2025). Advanced Ensemble Learning
Framework for Reliable Smart Grid Stability Detection. In Proceedings of the Second Conference
on Applications of Artificial Intelligence (A2I'25), 29-37. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17545555
Unmasking Deepfakes: CNNs and Vision Transformers for Cutting-Edge Detection
Pages 38-47
Saadi, A., Slimani, Y., Louze, R., & Hammadou, R. (2025). Unmasking
Deepfakes: CNNs and Vision Transformers for Cutting-Edge Detection. In Proceedings of the Second
Conference on Applications of Artificial Intelligence (A2I'25), 38-47. ISBN 978-9969-9650-0-1.
DOI: https://doi.org/10.5281/zenodo.17549199
Review on deep learning optimization using knowledge and dataset distillation in medical imaging
diagnostics Pages 48-57
Laribi, N., Gaceb, D., Abdellah, R., & Touazi, F. (2025). Review on deep
learning optimization using knowledge and dataset distillation in medical imaging diagnostics.
In Proceedings of the Second Conference on Applications of Artificial Intelligence (A2I'25),
48-57. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17543732
II Deep Learning and Data Processing Applications
RL-Guided Pruning of CNNs Using Graph Embeddings Pages
59-68
Amrouche, K., Ait Ali Yahia, Y., & Kherroubi, I. (2025). RL-Guided Pruning
of CNNs Using Graph Embeddings. In Proceedings of the Second Conference on Applications of
Artificial Intelligence (A2I'25), 59-68. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17549236
Image fusion using a new evolution equation Pages 69-74
Benalia, S., & Hachama, M. (2025). Image fusion using a new evolution
equation. In Proceedings of the Second Conference on Applications of Artificial Intelligence
(A2I'25), 69-74. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17550311
MambaCT: Feature Enhancement-Based Low-Dose CT Image Denoising Using Vision Mamba and a Scaling
Adapter Pages 75-84
Cherhabil, A., Mitiche, L., & Adamou-Mitiche, A. B. H. (2025). MambaCT:
Feature Enhancement-Based Low-Dose CT Image Denoising Using Vision Mamba and a Scaling Adapter.
In Proceedings of the Second Conference on Applications of Artificial Intelligence (A2I'25),
75-84. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17549309
Transfer Learning for Multi-Script Identification: A Comparative Study
Pages 85-90
Abbas, F., Menassel, Y., Gattal, A., & Hattabi, H. (2025). Transfer Learning
for Multi-Script Identification: A Comparative Study. In Proceedings of the Second Conference on
Applications of Artificial Intelligence (A2I'25), 85-90. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17549321
Intrusion Detection System-based DNN+GRU-MHA for Securing Medical and Industrial IoT
Environments Pages 91-100
Gueriani, A. (2025). Intrusion Detection System-based DNN+GRU-MHA for
Securing Medical and Industrial IoT Environments. In Proceedings of the Second Conference on
Applications of Artificial Intelligence (A2I'25), 91-100. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17549351
Parameter-Efficient Fine-Tuning for LLM-Based Arabic-to-English Machine Translation
Pages 101-122
Moudjar, A., Bahloul, B., & Aliane, H. (2025). Parameter-Efficient
Fine-Tuning for LLM-Based Arabic-to-English Machine Translation. In Proceedings of the Second
Conference on Applications of Artificial Intelligence (A2I'25), 101-122. ISBN 978-9969-9650-0-1.
DOI: https://doi.org/10.5281/zenodo.17549419
A Survey on Approaches to Modeling Collaborative Practices in E-Learning Platforms
Pages 123-131
Ghaoui, S., Mounine Hemam, S., & Djouad, T. (2025). A Survey on Approaches
to Modeling Collaborative Practices in E-Learning Platforms. In Proceedings of the Second
Conference on Applications of Artificial Intelligence (A2I'25), 123-131. ISBN 978-9969-9650-0-1.
DOI: https://doi.org/10.5281/zenodo.17549589
IoT Applications in the Education Sector: Architectures, Challenges, and Emerging Paradigms
Pages 132-138
Medkour, H. (2025). IoT Applications in the Education Sector: Architectures,
Challenges, and Emerging Paradigms. In Proceedings of the Second Conference on Applications of
Artificial Intelligence (A2I'25), 132-138. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17549719
A Comprehensive Review of Knowledge Graph Integration in Large Language Models for Trust
Pages 139-148
Touameur, O., & Harrag, F. (2025). A Comprehensive Review of Knowledge Graph
Integration in Large Language Models for Trust: Challenges and Future Directions. In Proceedings
of the Second Conference on Applications of Artificial Intelligence (A2I'25), 139-148. ISBN
978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17549794
A Hybrid Architecture for Tomato Leaf Disease Classification Through State Space and
Convolutional Feature Fusion Pages 149-157
Maarouf, A. A. (2025). A Hybrid Architecture for Tomato Leaf Disease
Classification Through State Space and Convolutional Feature Fusion. In Proceedings of the
Second Conference on Applications of Artificial Intelligence (A2I'25), 149-157. ISBN
978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17549859
Enhanced Two-Stage PCANet for Biometric Recognition via Discriminative Block Reweighting and
Overlapped Histogram Encoding Pages 158-163
Korichi, A., Korichi, M., & Korichi, M. (2025). Enhanced Two-Stage PCANet
for Biometric Recognition via Discriminative Block Reweighting and Overlapped Histogram
Encoding. In Proceedings of the Second Conference on Applications of Artificial Intelligence
(A2I'25), 158-163. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17550231
Real-Time License Plate Recognition using YOLOv9 and Embedded Systems
Pages 164-173
Djerbi, R., Benmoussa, K., & Gherbi, F. (2025). Real-Time License Plate
Recognition using YOLOv9 and Embedded Systems. In Proceedings of the Second Conference on
Applications of Artificial Intelligence (A2I'25), 164-173. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17549947
Development of Real-Time Embedded Application for Drone System
Pages 174-182
Zerrouk, A., & Medkour, H. (2025). Development of Real-Time Embedded
Application for Drone System. In Proceedings of the Second Conference on Applications of
Artificial Intelligence (A2I'25), 174-182. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17550035
Melanoma detection enhancement with deep learning: Data imbalance overcoming with SMOTE
Pages 183-189
Zerrouk, A., & Medkour, H. (2025). Melanoma detection enhancement with deep
learning: Data imbalance overcoming with SMOTE. In Proceedings of the Second Conference on
Applications of Artificial Intelligence (A2I'25), 183-189. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17550144
III Advanced AI Approaches for Optimization and Data Analysis
A new encoding for generating highly nonlinear eight-variables Boolean functions using
multi-parent genetic algorithms Pages 191-199
Bougouffa, S., & Boulif, M. (2025). A new encoding for generating highly
nonlinear eight-variables Boolean functions using multi-parent genetic algorithms. In
Proceedings of the Second Conference on Applications of Artificial Intelligence (A2I'25), 191-199.
ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17550196
Enhancing Learning Management Systems with AI: Recommendations from Moodle Usage
Pages 200-208
Lounas, R. (2025). Enhancing Learning Management Systems with AI:
Recommendations from Moodle Usage. In Proceedings of the Second Conference on Applications of
Artificial Intelligence (A2I'25), 200-208. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17550230
Improved Symbiotic Organism Search Algorithm for Biomedical Data Clustering
Pages 209-214
ishak boushaki, S., Rahmoune, N., Bendjeghaba, O., & Lahiani, S. (2025). Improved
Symbiotic Organism Search Algorithm for Biomedical Data Clustering. In Proceedings of the Second
Conference on Applications of Artificial Intelligence (A2I'25), 209‑214. https://doi.org/10.5281/zenodo.17550262
Deep Learning Approaches for Energy Optimization in CPS: A survey
Pages 215-224
Bouchami, R., Hioual, O., & Hioual, O. (2025). Deep Learning Approaches for
Energy Optimization in CPS: A survey. In Proceedings of the Second Conference on Applications of
Artificial Intelligence (A2I'25), 215-224. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17550285
Formalization of the AGR model using the DD-LOTOS Formal Language
Pages 225-236
Sabeg, S. (2025). Formalization of the AGR model using the DD-LOTOS Formal
Language. In Proceedings of the Second Conference on Applications of Artificial Intelligence
(A2I'25), 225-236. ISBN 978-9969-9650-0-1. DOI: https://doi.org/10.5281/zenodo.17550311
HMM-Based Multi-Heartbeat Phonocardiogram Classification Using Wavelet Cepstral Coefficients
Pages 237-243
Adouani, M., HACINE GHARBI, A., Noureddine, M., Ravier, P., & ROUBHI, H. (2025).
HMM-Based Multi-Heartbeat Phonocardiogram Classification Using Wavelet Cepstral Coefficients. In
Proceedings of the Second Conference on Applications of Artificial Intelligence (A2I'25), 237‑243.
https://doi.org/10.5281/zenodo.17561118
Genetic Algorithm Learning Operators to Solve the Vehicle Routing Problem
Pages 244-252
Abdoune, S., & BOULIF, M. (2025). Genetic Algorithm Learning Operators to Solve the
Vehicle Routing Problem. In Proceedings of the Second Conference on Applications of Artificial
Intelligence (A2I'25), 244‑252. https://doi.org/10.5281/zenodo.17561125
From Ants to People: the Vaporization of Social Relationships in Dynamic Community Detection
Pages 253-262
DJERBI, R. & Bennai, MT. (2025). From Ants to People: the Vaporization of Social
Relationships in Dynamic Community Detection. In Proceedings of the Second Conference on
Applications of Artificial Intelligence (A2I'25), 253‑262. https://doi.org/10.5281/zenodo.17561131