A2IA'25 Proceedings

Proceedings of the Second Conference on: Applications of Artificial Intelligence

Proceedings Cover 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
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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

Ayadi, Y.
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. DOI: 10.5281/zenodo.17543987

AI for Medical Image Security: A Comprehensive Review of Techniques and Challenges

Benyoucef, A.; Hamadouche, M.
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. DOI: 10.5281/zenodo.17543986

A Novel Cloud-Deployed Data Pipeline for Cervical Spine Fracture Detection in 3D CT Images

Bouchebbah, F.; Aggoune, R.; Amrane, C.
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. DOI: 10.5281/zenodo.17544588

Advanced Ensemble Learning Framework for Reliable Smart Grid Stability Detection

Mezzoudj, S.; Saadna, Y.; Khelifa, M.
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. DOI: 10.5281/zenodo.17545555

Unmasking Deepfakes: CNNs and Vision Transformers for Cutting-Edge Detection

Saadi, A.; Slimani, Y.; Louze, R.; Hammadou, R.
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. DOI: 10.5281/zenodo.17549199

Review on Deep Learning Optimization Using Knowledge and Dataset Distillation in Medical Imaging Diagnostics

Laribi, N.; Gaceb, D.; Abdellah, R.; Touazi, F.
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. DOI: 10.5281/zenodo.17543732

II. Deep Learning and Data Processing Applications

RL-Guided Pruning of CNNs Using Graph Embeddings

Amrouche, K.; Ait Ali Yahia, Y.; Kherroubi, I.
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. DOI: 10.5281/zenodo.17549236

Image Fusion Using a New Evolution Equation

Benalia, S.; Hachama, M.
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. DOI: 10.5281/zenodo.17550311

MambaCT: Feature Enhancement-Based Low-Dose CT Image Denoising Using Vision Mamba and a Scaling Adapter

Cherhabil, A.; Mitiche, L.; Adamou-Mitiche, A. B. H.
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. DOI: 10.5281/zenodo.17549309

Transfer Learning for Multi-Script Identification: A Comparative Study

Abbas, F.; Menassel, Y.; Gattal, A.; Hattabi, H.
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. DOI: 10.5281/zenodo.17549321

Parameter-Efficient Fine-Tuning for LLM-Based Arabic-to-English Machine Translation

Moudjar, A.; Bahloul, B.; Aliane, H.
Pages 91–122
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), 91–122. DOI: 10.5281/zenodo.17549419

A Survey on Approaches to Modeling Collaborative Practices in E-Learning Platforms

Ghaoui, S.; Mounine Hemam, S.; Djouad, T.
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. DOI: 10.5281/zenodo.17549589

IoT Applications in the Education Sector: Architectures, Challenges, and Emerging Paradigms

Medkour, H.
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. DOI: 10.5281/zenodo.17549719

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

Bougouffa, S.; Boulif, M.
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. DOI: 10.5281/zenodo.17550196

Enhancing Learning Management Systems with AI: Recommendations from Moodle Usage

Lounas, R.
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. DOI: 10.5281/zenodo.17550230

Improved Symbiotic Organism Search Algorithm for Biomedical Data Clustering

Boushaki, S. I.; Rahmoune, N.; Bendjeghaba, O.; Lahiani, S.
Pages 209–214
Boushaki, S. I., 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. DOI: 10.5281/zenodo.17550261

Deep Learning Approaches for Energy Optimization in CPS: A Survey

Bouchami, R.; Hioual, O.; Hioual, O.
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. DOI: 10.5281/zenodo.17550285

Formalization of the AGR Model Using the DD-LOTOS Formal Language

Sabeg, S.
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. DOI: 10.5281/zenodo.17550311

HMM-Based Multi-Heartbeat Phonocardiogram Classification Using Wavelet Cepstral Coefficients

Adouani, M.; Hacine Gharbi, A.; Noureddine, M.; Ravier, P.; Roubhi, H.
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. DOI: 10.5281/zenodo.17561118

Genetic Algorithm Learning Operators to Solve the Vehicle Routing Problem

Abdoune, S.; Boulif, M.
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. DOI: 10.5281/zenodo.17550389

From Ants to People: The Vaporization of Social Relationships in Dynamic Community Detection

Djerbi, R.; Bennai, M. T.
Pages 253–262
Djerbi, R., & Bennai, M. T. (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. DOI: 10.5281/zenodo.17561131