Publications

Books

• Mohammed-Amine Koulali. Réseaux de capteurs sans fil: QoS et analyse des performances: Routage avec QoS et gestion de l’énergie dans les réseaux de capteurs sans fil. Editions universitaires europeennes, 2012.

Publications in International Journals

1. Jnaini, A., & Koulali, M. A. (2025). Do LLMs Offer a Robust Defense Mechanism Against Membership Inference Attacks on Graph Neural Networks?. Computers, 14(10), 414.

2. Knari, Anas, Mohammed-Amine Koulali, and Ahmed Khoumsi. "Safe deep reinforcement learning for flow control within the Internet of Vehicles." Expert Systems with Applications 270 (2025): 126437.

3. Moutaouekkil, Mohammed A., et al. "Plant Root Characterization Using Ground-Penetrating Radar with Deep Learning." Arabian Journal for Science and Engineering (2024): 1-13.

4. Anas Knari, Mostapha Derfouf, Mohammed-Amine Koulali, and Ahmed Khoumsi. “Multi-Agent Deep Reinforcement Learning for content caching within the Internet of Vehicles”. In: Ad Hoc Networks (2023), page 103305.

5. Rim Koulali and Mohammed-Amine Koulali. “Feature Selection as a Hedonic Coalition For- mation Game for Arabic Topic Detection”. In: Pattern Recognition Letters (2023).

6. Kamal Azghiou, Manal El Mouhib, Mohammed-Amine Koulali, and Abdelhamid Benali. “An End-to-End Reliability Framework of the Internet of Things”. In: Sensors 20.9 (2020), page 2439.

7. Mohammed-Amine Koulali, Sara Koulali, Hamidou Tembine, and Abdellatif Kobbane. “Industrial internet of things-based prognostic health management: a mean-field stochastic game approach”. In: IEEE Access 6 (2018), pages 54388–54395.

8. Mohammed-Amine Koulali, Abdellatif Kobbane, Mohammed El Koutbi, Hamidou Tembine, and Jalel Ben-Othman. “Dynamic power control for energy harvesting wireless multimedia sensor networks”. In: EURASIP Journal on Wireless Communications and Networking 2012.1

9. (2012), page 158.

10. Mohammed-Amine Koulali, Mohammed El Koutbi, Abdellatif Kobbane, and Mostafa Azizi. “QGRP: A Novel QoS-Geographic Routing Protocol for Multimedia Wireless Sensor Networks”. In: International Journal of Computer Science Issues (IJCSI) 8.6 (2011), page 55.

Publications in International Conferences

1. Ourekouch, Mounir, Mohammed-Amine Koulali, and Mohammed Erradi. "RelCheck: Improving Relation Extraction with Ontology-Guided and LLM-Based Validation." European Semantic Web Conference. Cham: Springer Nature Switzerland, 2025.

2. Hind Boukhairat and Mohammed-Amine Koulali. “Deep-Learning for Cooperative Spectrum Sensing Optimization in Cognitive Internet of Things”. In: 2022 IEEE Symposium on Computers and Communications (ISCC). IEEE. 2022, pages 1–7.

3. Abdellah Jnaini, Afafe Bettar, and Mohammed Amine Koulali. “How Powerful are Membership Inference Attacks on Graph Neural Networks?” In: Proceedings of the 34th International Conference on Scientific and Statistical Database Management. 2022, pages 1–4.

4. Sara Koulali, Mostapha Derfouf, Mohammed-Amine Koulali, and Mohammed Barboucha. “Distributional Reinforcement Learning for VoLTE Closed Loop Power Control in Indoor Small Cells”. In: International Symposium on Ubiquitous Networking. 2022, pages 200–210.

5. Anas Knari, Mohammed-Amine Koulali, and Ahmed Khoumsi. “Deep reinforcement learning for content caching optimization in the internet of vehicles”. In: 2021 IEEE Symposium on Computers and Communications (ISCC). 2021, pages 1–6.

6. Anas Knari, Mohammed-Amine Koulali, and Mohammed Khoumssi. “Deep Reinforcement Learning for Content Caching Optimization in the Internet of Vehicles”. In: 26th IEEE Symposium on Computers and Communications. to appear. 2021.

7. Safae Lhazmir, Mohammed-Amine Koulali, Abdellatif Kobbane, and Halima Elbiaze. “Performance Analysis of UAV-assisted Ferrying for the Internet of Things”. In: 2019 IEEE Symposium on Computers and Communications (ISCC). IEEE. 2019, pages 1–6.

8. Nesrine Ben Hassine, Pascale Minet, Mohammed-Amine Koulali, Mohammed Erradi, Dana Marinca, and Dominique Barth. “Coalition game for video content clustering in content delivery networks”. In: 2017 14th IEEE Annual Consumer Communications & Networking Conference (CCNC). IEEE. 2017, pages 407–413.

9. Nour Brinis, Mohamed-Amine Koulali, Leila Azouz Saidane, Pascale Minet, and Abdellatif Kobbane. “Strategic data gathering in wireless sensor networks”. In: 2016 International Wireless Communications and Mobile Computing Conference (IWCMC). IEEE. 2016, pages 547–552.

10.  Ines Khoufi, Pascale Minet, Mohamed-Amine Koulali, and Abdellatif Kobbane. “Path planning of mobile sinks in charge of data gathering: A coalitional game theory approach”. In: 2016 IEEE 35th international performance computing and communications conference (IPCCC). IEEE. 2016, pages 1–8.

11. Mohammed-Amine Koulali, Essaid Sabir, Mounir Ghogho, and Marwan Krunz. “Towards a strategic satisfactory sensing for QoS self-provisioning in cognitive radio networks”. In: 2016 IEEE Global Communications Conference (GLOBECOM). IEEE. 2016, pages 1–7.

12. Ridouane El Mezouary, Mohammed Amine Koulali, Abdellatif Kobbane, and Mohammed El Koutbi. “Modelling intelligent and reliable ferry routes in Wireless Sensor Networks using polling systems theory”. In: 2015 10th International Conference on Intelligent Systems:Theories and Applications (SITA). IEEE. 2015, pages 1–6.

13. Ines Khoufi, Pascale Minet, Mohamed-Amine Koulali, and Mohammed Erradi. “A game theory-based approach for robots deploying wireless sensor nodes”. In: 2015 International Wireless Communications and Mobile Computing Conference (IWCMC). IEEE. 2015, pages 557–562.

14. Essaid Sabir, Abdellatif Kobbane, Mohammed-Amine Koulali, and Mohammed Erradi. “Design of an annular ring ferry-assisted topology for wireless sensor networks”. In: 6th Joint IFIP Wireless and Mobile Networking Conference (WMNC). IEEE. 2013, pages 1–5.

15. Abdellatif Kobbane, M-A Koulali, Hamidou Tembine, Mohammed El Koutbi, and Jalel Ben-Othman. “Dynamic power control with energy constraint for Multimedia Wireless Sensor Networks”. In: 2012 IEEE International Conference on Communications (ICC). IEEE. 2012, pages 518–522.

16. M-A Koulali, Abdellatif Kobbane, Mohammed El Koutbi, and Jalel Ben-Othman. “Optimal distributed relay selection for duty-cycling wireless sensor networks”. In: 2012 IEEE Global Communications Conference (GLOBECOM). IEEE. 2012, pages 145–150.

17. Mohammed-Amine Koulali, Abdellatif Kobbane, Mohammed El Koutbi, and Mostafa Azizi. “QDGRP: A hybrid qos distributed genetic routing protocol for wireless sensor networks”. In: 2012 International Conference on Multimedia Computing and Systems. IEEE. 2012, pages 47–52.

18. MA Koulali, A Kobbane, M Elkoutbi, and M Azizi. “A QoS-geographic and energy aware routing protocol for Wireless Sensor Networks”. In: 2010 5th International Symposium On I/V Communications and Mobile Network. IEEE. 2010, pages 1–4