activity
20202026
most citedPervasive AI for IoT applications: A Survey on Resource-efficient Distributed Artificial Intelligence

185 citations · 408 across the 18 of their papers we have counts for

collaborators

18 papers

quant-ph2026

RADAR-Q: Resource-Aware Distributed Asynchronous Routing for Entanglement Distribution in Multi-Tenant Quantum Networks

Chenliang Tian, Zebo Yang, Raj Jain +6

Scalable quantum networks must support concurrent entanglement requests, yet existing routing protocols fail when users compete for shared repeater resources, wasting fragile quant…

quant-ph2026★ 1 cited

Asynchronous Routing for Multipartite Entanglement in Quantum Networks

Chenliang Tian, Zebo Yang, Raj Jain +6

In quantum networks, one way to communicate is to distribute entanglements through swapping at intermediate nodes. Most existing work primarily aims to create efficient two-party e…

cs.CR2025★ 2 cited

RL-Driven Security-Aware Resource Allocation Framework for UAV-Assisted O-RAN

Zaineh Abughazzah, Emna Baccour, Loay Ismail +2

The integration of Unmanned Aerial Vehicles (UAVs) into Open Radio Access Networks (O-RAN) enhances communication in disaster management and Search and Rescue (SAR) operations by e…

cs.CR2025

Efficient Resource Management for Secure and Low-Latency O-RAN Communication

Zaineh Abughazzah, Emna Baccour, Ahmed Refaey +2

Open Radio Access Networks (O-RAN) are transforming telecommunications by shifting from centralized to distributed architectures, promoting flexibility, interoperability, and innov…

cs.DC2024★ 12 cited

A Blockchain-based Reliable Federated Meta-learning for Metaverse: A Dual Game Framework

Emna Baccour, Aiman Erbad, Amr Mohamed +2

The metaverse, envisioned as the next digital frontier for avatar-based virtual interaction, involves high-performance models. In this dynamic environment, users' tasks frequently…

cs.AI2023

Adaptive ResNet Architecture for Distributed Inference in Resource-Constrained IoT Systems

Fazeela Mazhar Khan, Emna Baccour, Aiman Erbad +1

As deep neural networks continue to expand and become more complex, most edge devices are unable to handle their extensive processing requirements. Therefore, the concept of distri…

cs.AI2023★ 26 cited

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

Emna Baccour, Mhd Saria Allahham, Aiman Erbad +3

The vision of the upcoming 6G technologies, characterized by ultra-dense network, low latency, and fast data rate is to support Pervasive AI (PAI) using zero-touch solutions enabli…

cs.NI2023★ 30 cited

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

Rami Hamdi, Ahmed Ben Said, Emna Baccour +4

Remote monitoring systems analyze the environment dynamics in different smart industrial applications, such as occupational health and safety, and environmental monitoring. Specifi…

cs.LG2022★ 17 cited

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

Emna Baccour, Aiman Erbad, Amr Mohamed +2

Although Deep Neural Networks (DNN) have become the backbone technology of several ubiquitous applications, their deployment in resource-constrained machines, e.g., Internet of Thi…

cs.NI2022★ 4 cited

Machine Learning Empowered Intelligent Data Center Networking: A Survey

Bo Li, Ting Wang, Peng Yang +3

To support the needs of ever-growing cloud-based services, the number of servers and network devices in data centers is increasing exponentially, which in turn results in high comp…

cs.NI2021★ 61 cited

LoRa-RL: Deep Reinforcement Learning for Resource Management in Hybrid Energy LoRa Wireless Networks

Rami Hamdi, Emna Baccour, Aiman Erbad +2

LoRa wireless networks are considered as a key enabling technology for next generation internet of things (IoT) systems. New IoT deployments (e.g., smart city scenarios) can have t…

cs.LG2021★ 2 cited

Emotion Recognition for Healthcare Surveillance Systems Using Neural Networks: A Survey

Marwan Dhuheir, Abdullatif Albaseer, Emna Baccour +3

Recognizing the patient's emotions using deep learning techniques has attracted significant attention recently due to technological advancements. Automatically identifying the emot…

cs.CV2021

Efficient Real-Time Image Recognition Using Collaborative Swarm of UAVs and Convolutional Networks

Marwan Dhuheir, Emna Baccour, Aiman Erbad +2

Unmanned Aerial Vehicles (UAVs) have recently attracted significant attention due to their outstanding ability to be used in different sectors and serve in difficult and dangerous…

cs.NI2021★ 10 cited

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

Emna Baccour, Fatima Haouari, Aiman Erbad +4

Crowdsourced live video streaming (livecast) services such as Facebook Live, YouNow, Douyu and Twitch are gaining more momentum recently. Allocating the limited resources in a cost…

cs.DC2021★ 58 cited

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

Mohammed Jouhari, Abdulla Al-Ali, Emna Baccour +4

Unmanned Aerial Vehicles (UAVs) have attracted great interest in the last few years owing to their ability to cover large areas and access difficult and hazardous target zones, whi…

cs.DC2021★ 185 cited

Pervasive AI for IoT applications: A Survey on Resource-efficient Distributed Artificial Intelligence

Emna Baccour, Naram Mhaisen, Alaa Awad Abdellatif +4

Artificial intelligence (AI) has witnessed a substantial breakthrough in a variety of Internet of Things (IoT) applications and services, spanning from recommendation systems to ro…

cs.NI2020

DistPrivacy: Privacy-Aware Distributed Deep Neural Networks in IoT surveillance systems

Emna Baccour, Aiman Erbad, Amr Mohamed +2

With the emergence of smart cities, Internet of Things (IoT) devices as well as deep learning technologies have witnessed an increasing adoption. To support the requirements of suc…

cs.MM2020

FacebookVideoLive18: A Live Video Streaming Dataset for Streams Metadata and Online Viewers Locations

Emna Baccour, Aiman Erbad, Kashif Bilal +3

With the advancement in personal smart devices and pervasive network connectivity, users are no longer passive content consumers, but also contributors in producing new contents. T…