Search Results for author: Mhd Saria Allahham

Found 3 papers, 0 papers with code

Zero-touch realization of Pervasive Artificial Intelligence-as-a-service in 6G networks

no code implementations21 Jul 2023 Emna Baccour, Mhd Saria Allahham, Aiman Erbad, Amr Mohamed, Ahmed Refaey Hussein, Mounir Hamdi

In this context, we introduce a novel platform architecture to deploy a zero-touch PAI-as-a-Service (PAIaaS) in 6G networks supported by a blockchain-based smart system.

Federated Learning

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

no code implementations25 Sep 2021 Mhd Saria Allahham, Sameh Sorour, Amr Mohamed, Aiman Erbad, Mohsen Guizani

Therefore, it is crucial to motivate edge devices to become learners and offer their computing resources, and either offer their private data or receive the needed data from the orchestrator and participate in the training process of a learning task.

Energy-Efficient Multi-Orchestrator Mobile Edge Learning

no code implementations2 Sep 2021 Mhd Saria Allahham, Sameh Sorour, Amr Mohamed, Aiman Erbad, Mohsen Guizani

The heterogeneity in edge devices' capabilities will require the joint optimization of the learners-orchestrator association and task allocation.

Total Energy

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