573 citations · 946 across the 12 of their papers we have counts for
16 papers
PSI-PFL: Population Stability Index for Client Selection in non-IID Personalized Federated Learning
Daniel-M. Jimenez-Gutierrez, David Solans, Mohammed Elbamby +1
Federated Learning (FL) enables decentralized machine learning (ML) model training while preserving data privacy by keeping data localized across clients. However, non-independent…
RAG-Enabled Intent Reasoning for Application-Network Interaction
Salwa Mostafa, Mohamed K. Abdel-Aziz, Mohammed S. Elbamby +1
Intent-based network (IBN) is a promising solution to automate network operation and management. IBN aims to offer human-tailored network interaction, allowing the network to commu…
Intent Profiling and Translation Through Emergent Communication
Salwa Mostafa, Mohammed S. Elbamby, Mohamed K. Abdel-Aziz +1
To effectively express and satisfy network application requirements, intent-based network management has emerged as a promising solution. In intent-based methods, users and applica…
Cooperative Multi-Agent Learning for Navigation via Structured State Abstraction
Mohamed K. Abdelaziz, Mohammed S. Elbamby, Sumudu Samarakoon +1
Cooperative multi-agent reinforcement learning (MARL) for navigation enables agents to cooperate to achieve their navigation goals. Using emergent communication, agents learn a com…
Proactive Scheduling and Caching for Wireless VR Viewport Streaming
Mostafa Abdelrahman, Mohammed Elbamby, Vilho Räisänen
Virtual Reality (VR) applications require high data rate for a high-quality immersive experience, in addition to low latency to avoid dizziness and motion sickness. One of the key…
Cross Layer Optimization and Distributed Reinforcement Learning for Wireless 360° Video Streaming
Anis Elgabli, Mohammed S. Elbamby, Cristina Perfecto +3
Wirelessly streaming high quality 360 degree videos is still a challenging problem. When there are many users watching different 360 degree videos and competing for the computing a…
Cross-stakeholder service orchestration for B5G through capability provisioning
Vilho Raisanen, Mohammed Elbamby, Dmitry Petrov
Cross-stakeholder service orchestration is a generalization of 5G network slices which has potential to increase business agility in Beyond 5G (B5G). An architectural framework is…
Wireless Edge Computing with Latency and Reliability Guarantees
Mohammed S. Elbamby, Cristina Perfecto, Chen-Feng Liu +4
Edge computing is an emerging concept based on distributing computing, storage, and control services closer to end network nodes. Edge computing lies at the heart of the fifth gene…
Mobile XR over 5G: A way forward with mmWaves and Edge
Cristina Perfecto, Mohammed S. Elbamby, Jihong Park +2
This e-letter summarizes our most recent work and contributed approaches to increase the capacity, cut down on the latency and provide higher reliability in several extended realit…
Taming the latency in multi-user VR 360: A QoE-aware deep learning-aided multicast framework
Cristina Perfecto, Mohammed S. Elbamby, Javier Del Ser +1
Immersive virtual reality (VR) applications require ultra-high data rate and low-latency for smooth operation. Hence in this paper, aiming to improve VR experience in multi-user VR…
Edge Computing Meets Millimeter-wave Enabled VR: Paving the Way to Cutting the Cord
Mohammed S. Elbamby, Cristina Perfecto, Mehdi Bennis +1
In this paper, a novel proactive computing and mmWave communication for ultra-reliable and low latency wireless virtual reality (VR is proposed. By leveraging information about use…
Towards Low-Latency and Ultra-Reliable Virtual Reality
Mohammed S. Elbamby, Cristina Perfecto, Mehdi Bennis +1
Virtual Reality (VR) is expected to be one of the killer-applications in 5G networks. However, many technical bottlenecks and challenges need to be overcome to facilitate its wide…
Resource Optimization and Power Allocation in In-band Full Duplex (IBFD)-Enabled Non-Orthogonal Multiple Access Networks
Mohammed S. Elbamby, Mehdi Bennis, Walid Saad +2
In this paper, the problem of uplink (UL) and downlink (DL) resource optimization, mode selection and power allocation is studied for wireless cellular networks under the assumptio…
Proactive Edge Computing in Latency-Constrained Fog Networks
Mohammed S. Elbamby, Mehdi Bennis, Walid Saad
In this paper, the fundamental problem of distribution and proactive caching of computing tasks in fog networks is studied under latency and reliability constraints. In the propose…
Content-Aware User Clustering and Caching in Wireless Small Cell Networks
Mohammed S. ElBamby, Mehdi Bennis, Walid Saad +1
In this paper, the problem of content-aware user clustering and content caching in wireless small cell networks is studied. In particular, a service delay minimization problem is f…
Dynamic Uplink-Downlink Optimization in TDD-based Small Cell Networks
Mohammed S. ElBamby, Mehdi Bennis, Walid Saad +1
Dynamic Time-division duplex (TDD) can provide efficient and flexible splitting of the common wireless cellular resources between uplink (UL) and downlink (DL) users. In this paper…