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Optimal Resource Management for Hierarchical Federated Learning over HetNets with Wireless Energy Transfer


May 03, 2023
Rami Hamdi, Ahmed Ben Said, Emna Baccour, Aiman Erbad, Amr Mohamed, Mounir Hamdi, Mohsen Guizani

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* IEEE Internet of Things Journal, 2023 

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RL-DistPrivacy: Privacy-Aware Distributed Deep Inference for low latency IoT systems


Aug 27, 2022
Emna Baccour, Aiman Erbad, Amr Mohamed, Mounir Hamdi, Mohsen Guizani

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* Volume: 9, Issue: 4, 01 July-Aug. 2022 
* Published in IEEE Transactions on Network Science and Engineering 

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Motivating Learners in Multi-Orchestrator Mobile Edge Learning: A Stackelberg Game Approach


Sep 25, 2021
Mhd Saria Allahham, Sameh Sorour, Amr Mohamed, Aiman Erbad, Mohsen Guizani

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Energy-Efficient Multi-Orchestrator Mobile Edge Learning


Sep 02, 2021
Mhd Saria Allahham, Sameh Sorour, Amr Mohamed, Aiman Erbad, Mohsen Guizani

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Reinforcement Learning for Intelligent Healthcare Systems: A Comprehensive Survey


Aug 05, 2021
Alaa Awad Abdellatif, Naram Mhaisen, Zina Chkirbene, Amr Mohamed, Aiman Erbad, Mohsen Guizani

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VisDrone-CC2020: The Vision Meets Drone Crowd Counting Challenge Results


Jul 19, 2021
Dawei Du, Longyin Wen, Pengfei Zhu, Heng Fan, Qinghua Hu, Haibin Ling, Mubarak Shah, Junwen Pan, Ali Al-Ali, Amr Mohamed, Bakour Imene, Bin Dong, Binyu Zhang, Bouchali Hadia Nesma, Chenfeng Xu, Chenzhen Duan, Ciro Castiello, Corrado Mencar, Dingkang Liang, Florian KrΓΌger, Gennaro Vessio, Giovanna Castellano, Jieru Wang, Junyu Gao, Khalid Abualsaud, Laihui Ding, Lei Zhao, Marco Cianciotta, Muhammad Saqib, Noor Almaadeed, Omar Elharrouss, Pei Lyu, Qi Wang, Shidong Liu, Shuang Qiu, Siyang Pan, Somaya Al-Maadeed, Sultan Daud Khan, Tamer Khattab, Tao Han, Thomas Golda, Wei Xu, Xiang Bai, Xiaoqing Xu, Xuelong Li, Yanyun Zhao, Ye Tian, Yingnan Lin, Yongchao Xu, Yuehan Yao, Zhenyu Xu, Zhijian Zhao, Zhipeng Luo, Zhiwei Wei, Zhiyuan Zhao

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* European Conference on Computer Vision. Springer, Cham, 2020: 675-691 
* The method description of A7 Mutil-Scale Aware based SFANet (M-SFANet) is updated and missing references are added 

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Communication-Efficient Hierarchical Federated Learning for IoT Heterogeneous Systems with Imbalanced Data


Jul 14, 2021
Alaa Awad Abdellatif, Naram Mhaisen, Amr Mohamed, Aiman Erbad, Mohsen Guizani, Zaher Dawy, Wassim Nasreddine

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* A version of this work has been submitted in Transactions on Network Science and Engineering 

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An Intelligent Resource Reservation for Crowdsourced Live Video Streaming Applications in Geo-Distributed Cloud Environment


Jun 04, 2021
Emna Baccour, Fatima Haouari, Aiman Erbad, Amr Mohamed, Kashif Bilal, Mohsen Guizani, Mounir Hamdi

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* Published in IEEE systems journal 

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Distributed CNN Inference on Resource-Constrained UAVs for Surveillance Systems: Design and Optimization


May 23, 2021
Mohammed Jouhari, Abdulla Al-Ali, Emna Baccour, Amr Mohamed, Aiman Erbad, Mohsen Guizani, Mounir Hamdi

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* Accepted in IEEE Internet of Things Journal 

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Pervasive AI for IoT Applications: Resource-efficient Distributed Artificial Intelligence


May 04, 2021
Emna Baccour, Naram Mhaisen, Alaa Awad Abdellatif, Aiman Erbad, Amr Mohamed, Mounir Hamdi, Mohsen Guizani

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* Survey paper submitted to IEEE COMSAT 

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