IEEE Network

Article	Citations
Integrating Sensing and Communications for Ubiquitous IoT: Applications, Trends, and Challenges	445
A Blockchain-Based Decentralized Federated Learning Framework with Committee Consensus	322
Artificial-Intelligence-Enabled Intelligent 6G Networks	321
Non-Terrestrial Networks in the 6G Era: Challenges and Opportunities	313
Internet of Things Intrusion Detection: Centralized, On-Device, or Federated Learning?	239
Realizing the Potential of the Internet of Things for Smart Tourism with 5G and AI	189
Federated Learning in Vehicular Networks: Opportunities and Solutions	146
Efficient and Secure Data Sharing for 5G Flying Drones: A Blockchain-Enabled Approach	143
Will Metaverse Be NextG Internet? Vision, Hype, and Reality	129
Analysis of Using Blockchain to Protect the Privacy of Drone Big Data	126
Optimizing Computation Offloading in Satellite-UAV-Served 6G IoT: A Deep Learning Approach	114
Malicious Code Detection under 5G HetNets Based on a Multi-Objective RBM Model	113
Blockchain-Based Data Security for Artificial Intelligence Applications in 6G Networks	109
Toward Resource-Efficient Federated Learning in Mobile Edge Computing	109
A Survey on Zero-Knowledge Proof in Blockchain	103
The Road to European Digital Sovereignty with Gaia-X and IDSA	98
A Machine Learning Approach for Blockchain-Based Smart Home Networks Security	87
Artificial Intelligence Powered Mobile Networks: From Cognition to Decision	85
Channel Modeling and Characteristics for 6G Wireless Communications	81
Roads Infrastructure Digital Twin: A Step Toward Smarter Cities Realization	80
Toward 6G Non-Terrestrial Networks	79
Generative Adversarial Learning for Intelligent Trust Management in 6G Wireless Networks	77
Design Guidelines for Blockchain-Assisted 5G-UAV Networks	77
Semantic Communications in Networked Systems: A Data Significance Perspective	75
Blockchain-Envisioned Softwarized Multi-Swarming UAVs to Tackle COVID-I9 Situations	74

Toward Next Generation Open Radio Access Networks: What O-RAN Can and Cannot Do!	74
Joint Communication, Sensing, and Computation Enabled 6G Intelligent Machine System	73
Point Cloud Video Streaming: Challenges and Solutions	71
Making a Case for Federated Learning in the Internet of Vehicles and Intelligent Transportation Systems	71
6G Cellular Networks and Connected Autonomous Vehicles	71
Deep Information Fusion-Driven POI Scheduling for Mobile Social Networks	71
Blockchain-Based Privacy Preservation for 5G-Enabled Drone Communications	70
Toward Intelligent Cooperation of UAV Swarms: When Machine Learning Meets Digital Twin	68
Digital Twin Empowered Mobile Edge Computing for Intelligent Vehicular Lane-Changing	67
UAVs as an Intelligent Service: Boosting Edge Intelligence for Air-Ground Integrated Networks	66
Deep Reinforcement Learning for Communication Flow Control in Wireless Mesh Networks	66
Convergence of Networking and Cloud/Edge Computing: Status, Challenges, and Opportunities	65
AI Driven Heterogeneous MEC System with UAV Assistance for Dynamic Environment: Challenges and Solutions	65
AI for Beyond 5G Networks: A Cyber-Security Defense or Offense Enabler?	64
Deep Learning for Security Problems in 5G Heterogeneous Networks	64
Research Challenges and Security Threats to AI-Driven 5G Virtual Emotion Applications Using Autonomous Vehicles, Drones, and Smart Devices	64
PIRATE: A Blockchain-Based Secure Framework of Distributed Machine Learning in 5G Networks	62
Enhancing 5G SDN/NFV Edge with P4 Data Plane Programmability	62
Computing over Space-Air-Ground Integrated Networks: Challenges and Opportunities	60
Blockchain-Based UAV Path Planning for Healthcare 4.0: Current Challenges and the Way Ahead	59
Prediction and Detection of FDIA and DDoS Attacks in 5G Enabled IoT	58
Deep Learning Based Pathology Detection for Smart Connected Healthcare	56
Trust in 5G and Beyond Networks	54
Coherent Passive Optical Networks for 100G/λ-and-Beyond Fiber Access: Recent Progress and Outlook	53
Machine-Learning-Enabled Cooperative Perception for Connected Autonomous Vehicles: Challenges and Opportunities	53
Blockchain and Federated Learning for 5G Beyond	53
Customized Slicing for 6G: Enforcing Artificial Intelligence on Resource Management	52
An Evolutionary Pathway for the Quantum Internet Relying on Secure Classical Repeaters	52
Spectrum Sharing for 6G Integrated Satellite-Terrestrial Communication Networks Based on NOMA and CR	52
Federated Edge Learning: Design Issues and Challenges	52
AI-Empowered Content Caching in Vehicular Edge Computing: Opportunities and Challenges	51
Blockchain for 5G: A Prelude to Future Telecommunication	50
Terahertz Communications for 6G and Beyond Wireless Networks: Challenges, Key Advancements, and Opportunities	50
Human Digital Twin for Personalized Healthcare: Vision, Architecture and Future Directions	50
6G Network AI Architecture for Everyone-Centric Customized Services	50
Generalizing AI: Challenges and Opportunities for Plug and Play AI Solutions	49
Federated-Learning-Empowered Collaborative Data Sharing for Vehicular Edge Networks	48
Deep Learning and Blockchain with Edge Computing for 5G-Enabled Drone Identification and Flight Mode Detection	48
Edge Intelligence for Mission-Critical 6G Services in Space-Air-Ground Integrated Networks	45
Zero-Touch AI-Driven Distributed Management for Energy-Efficient 6G Massive Network Slicing	45
A Blockchain-Based Secure Crowd Monitoring System Using UAV Swarm	45
Index Modulation Multiple Access for 6G Communications: Principles, Applications, and Challenges	44
Byzantine Resistant Secure Blockchained Federated Learning at the Edge	44
Network Slicing with MEC and Deep Reinforcement Learning for the Internet of Vehicles	44
An Overview and Future Directions on Physical-Layer Security for Cognitive Radio Networks	43
AI-Chain: Blockchain Energized Edge Intelligence for Beyond 5G Networks	43
How Much Communication Resource is Needed to Run a Wireless Blockchain Network?	43
Movement-Based Solutions to Energy Limitation in Wireless Sensor Networks: State of the Art and Future Trends	43
Secure Non-Orthogonal Multiple Access: An Interference Engineering Perspective	41
A Perspective of O-RAN Integration with MEC, SON, and Network Slicing in the 5G Era	41

An Overview of Wireless Body Area Networks for Mobile Health Applications	40
UAV-Assisted Communication Efficient Federated Learning in the Era of the Artificial Intelligence of Things	40
In-Network Computing Powered Mobile Edge: Toward High Performance Industrial IoT	39
UAV-Assisted Data Transmission in Blockchain-Enabled M2M Communications with Mobile Edge Computing	39
The Rise of Intelligent Reflecting Surfaces in Integrated Sensing and Communications Paradigms	39
Blockchain-Based Task Offloading in Drone-Aided Mobile Edge Computing	39
Intelligence-Empowered Mobile Edge Computing: Framework, Issues, Implementation, and Outlook	39
On Smart IoT Remote Sensing over Integrated Terrestrial-Aerial-Space Networks: An Asynchronous Federated Learning Approach	37
Decentralized Federated Learning for UAV Networks: Architecture, Challenges, and Opportunities	37
Two-Step Random Access for 5G System: Latest Trends and Challenges	36
Two-Layered Blockchain Architecture for Federated Learning Over the Mobile Edge Network	35
Net-in-AI: A Computing-Power Networking Framework with Adaptability, Flexibility, and Profitability for Ubiquitous AI	35
5G-Network-Enabled Smart Ambulance: Architecture, Application, and Evaluation	35
FedTwin: Blockchain-Enabled Adaptive Asynchronous Federated Learning for Digital Twin Networks	34
Deep-Reinforcement-Learning-Based Intrusion Detection in Aerial Computing Networks	34
Asynchronous Time-Sensitive Networking for 5G Backhauling	34
Securing Aerial-Ground Transmission for NOMA-UAV Networks	34
Digital Twin for Networking: A Data-Driven Performance Modeling Perspective	34
Building Agile and Resilient UAV Networks Based on SDN and Blockchain	34
Data Management for Future Wireless Networks: Architecture, Privacy Preservation, and Regulation	34
Enabling Heterogeneous Deterministic Networks with Smart Collaborative Theory	33
When Vehicular Fog Computing Meets Autonomous Driving: Computational Resource Management and Task Offloading	33
AutoD: Intelligent Blockchain Application Unpacking Based on JNI Layer Deception Call	33
Blockchain-Based Massive Data Dissemination Handling in IIoT Environment	33
Flexible and Distributed Mobility Management for Integrated Terrestrial-Satellite Networks: Challenges, Architectures, and Approaches	33
Empowering Edge Intelligence by Air-Ground Integrated Federated Learning	32
Edge-Network-Assisted Real-Time Object Detection Framework for Autonomous Driving	32
A Blockchain Framework for Secure Task Sharing in Multi-Access Edge Computing	31
Securing Data Sharing from the Sky: Integrating Blockchains into Drones in 5G and Beyond	31
From Information Networking to Intelligence Networking: Motivations, Scenarios, and Challenges	31
AI-Based Resource Management in Beyond 5G Cloud Native Environment	30
Coordinated Backdoor Attacks against Federated Learning with Model-Dependent Triggers	30
Enabling Machine Learning with Service Function Chaining for Security Enhancement at 5G Edges	30
Review and Implementation of Resilient Public Safety Networks: 5G, IoT, and Emerging Technologies	30
Physical Layer Authentication for 5G Communications: Opportunities and Road Ahead	30
Blockchain and AI Empowered Trust-Information-Centric Network for Beyond 5G	30
UAV-Assisted Data Collection for Ocean Monitoring Networks	29
Challenges of Physical Layer Security in a Satellite-Terrestrial Network	29
UAV-Based Wide-Area Internet of Things: An Integrated Deployment Architecture	29
Keep Your Data Locally: Federated-Learning-Based Data Privacy Preservation in Edge Computing	29
Toward Green Metaverse Networking: Technologies, Advancements, and Future Directions	29
Incentive Mechanism Design for Federated Learning: Challenges and Opportunities	29
Exploiting 5G and Blockchain for Medical Applications of Drones	29
On the Localization of Wireless Targets: A Drone Surveillance Perspective	29
A Distributed Cache Placement Scheme for Large-Scale Information-Centric Networking	29
Federated Deep Learning Meets Autonomous Vehicle Perception: Design and Verification	29
Compute-Less Networking: Perspectives, Challenges, and Opportunities	29
AI in 6G: Energy-Efficient Distributed Machine Learning for Multilayer Heterogeneous Networks	28
A Tensor-Based Computing and Optimization Model for Intelligent Edge Services	28
A Federated Reinforcement Learning Framework for Incumbent Technologies in Beyond 5G Networks	28
The Open Challenge of Integrating Satellites into (Beyond-) 5G Cellular Networks	28
A Deep-Learning-Based Edge-Centric COVID-19-Like Pandemic Screening and Diagnosis System within a B5G Framework Using Blockchain	28
LNTP: An End-to-End Online Prediction Model for Network Traffic	28
Toward Optimal MEC Resource Dimensioning for a Vehicle Collision Avoidance System: A Deep Learning Approach	27
A Low-Latency Communication Design for Brain Simulations	26
Joint Design of Sensing and Communication Systems for Smart Homes	26
Emerging Drone Trends for Blockchain-Based 5G Networks: Open Issues and Future Perspectives	26
On Softwarization of Intelligence in 6G Networks for Ultra-Fast Optimal Policy Selection: Challenges and Opportunities	26
The Need for Advanced Intelligence in NFV Management and Orchestration	26
Intelligent Resource Management at the Edge for Ubiquitous IoT: An SDN-Based Federated Learning Approach	25
Heuristic Quantum Optimization for 6G Wireless Communications	25
Blockchain Based Framework for Modeling and Evaluating 5G Spectrum Sharing	25
A Quantitative Survey of Communication Optimizations in Distributed Deep Learning	25
Blockchain-Enabled Intelligent Vehicular Edge Computing	25
Graph Neural Networks for Communication Networks: Context, Use Cases and Opportunities	25
An Effective Countermeasure Against UAV Swarm Attack	25
Deep-Learning-Based Weak Electromagnetic Intrusion Detection Method for Zero Touch Networks on Industrial IoT	25
Machine-Learning-Aided Optical Fiber Communication System	25
TC-Flow: Chain Flow Scheduling for Advanced Industrial Applications in Time-Sensitive Networks	25
Autonomous Transportation Systems and Services Enabled by the Next-Generation Network	24
Blockchain Architectures for Physical Internet: A Vision, Features, Requirements, and Applications	24
Federated Learning Empowered End-Edge-Cloud Cooperation for 5G HetNet Security	24
AI-Enabled Space-Air-Ground Integrated Networks: Management and Optimization	23
Exploring Attention-Aware Network Resource Allocation for Customized Metaverse Services	23
TDM-PON-Based Optical Access Network for Tactile Internet, 5G, and Beyond	23
Intelligent Task Offloading and Energy Allocation in the UAV-Aided Mobile Edge-Cloud Continuum	23
Digital Twins Based on Quantum Networking	23
Intelligent Aerial-Ground Surveillance and Epidemic Prevention with Discriminative Public and Private Services	23
Mode Selection and Cooperative Jamming for Covert Communication in D2D Underlaid UAV Networks	23
DT-SFC-6G: Digital Twins Assisted Service Function Chains in Softwarized 6G Networks for Emerging V2 X	23

Blockchain-Powered Policy Enforcement for Ensuring Flight Compliance in Drone-Based Service Systems	23
AI-Enabled Object Detection in UAVs: Challenges, Design Choices, and Research Directions	23
AI-Aided Integrated Terrestrial and Non-Terrestrial 6G Solutions for Sustainable Maritime Networking	23
A Novel Federated Fog Architecture Embedding Intelligent Formation	23
Toward Smart Security Enhancement of Federated Learning Networks	23
Incentive Mechanisms in Federated Learning and A Game-Theoretical Approach	22
Smooth and Low Latency Video Streaming for Autonomous Cars During Handover	22
Pandemic Management for Diseases Similar to COVID-19 Using Deep Learning and 5G Communications	22
Decentralized Public Key Infrastructures atop Blockchain	22
Is Blockchain Suitable for Data Freshness? An Age-of-Information Perspective	22
UAV Trajectory Planning from a Comprehensive Energy Efficiency Perspective in Harsh Environments	22
Federated Analytics: Opportunities and Challenges	22
AI-Based Autonomous Control, Management, and Orchestration in 5G: From Standards to Algorithms	21
Aerial Access Networks for Federated Learning: Applications and Challenges	21
Empowering the V2X Network by Integrated Sensing and Communications: Background, Design, Advances, and Opportunities	21
Federated Reinforcement Learning-Based Resource Allocation in D2D-Enabled 6G	21
Security in IoT-Driven Mobile Edge Computing: New Paradigms, Challenges, and Opportunities	21
Toward the Age of Intelligent Vehicular Networks for Connected and Autonomous Vehicles in 6G	21
Converged Reconfigurable Intelligent Surface and Mobile Edge Computing for Space Information Networks	21
A Deep Learning Method for Predictive Channel Assignment in Beyond 5G Networks	21
Blockchain-Empowered Drone Networks: Architecture, Features, and Future	21
Rethinking Quality of Experience for Metaverse Services: A Consumer-Based Economics Perspective	20
Auxiliary Diagnosis of COVID-19 Based on 5G-Enabled Federated Learning	20
Security Analysis of Cryptocurrency Wallets in Android-Based Applications	20
Congestion Control: A Renaissance with Machine Learning	20
Predictive Quality of Service: The Next Frontier for Fully Autonomous Systems	20
A Vision of IoV in 5G HetNets: Architecture, Key Technologies, Applications, Challenges, and Trends	20
Intelligent Indoor Positioning Based on Artificial Neural Networks	20
Internet of Behavior and Explainable AI Systems for Influencing IoT Behavior	20
Spectrum Sharing for Secrecy Performance Enhancement in D2D-Enabled UAV Networks	19
Age of Information, Latency, and Reliability in Intelligent Vehicular Networks	19
Blockchain-Empowered Trusted Networking for Unmanned Aerial Vehicles in the B5G Era	19
Envisioning Intelligent Reflecting Surface Empowered Space-Air-Ground Integrated Network	19
Service Coordination in the Space-Air-Ground Integrated Network	19
Anomaly Detection/Prediction for the Internet of Things: State of the Art and the Future	19
AI-Based Autonomic and Scalable Security Management Architecture for Secure Network Slicing in B5G	19
A Brief Survey and Implementation on Refinement for Intent-Driven Networking	19
Network for AI and AI for Network: Challenges and Opportunities for Learning-Oriented Networks	18
Toward Decentralized and Collaborative Deep Learning Inference for Intelligent IoT Devices	18
V-Edge: Virtual Edge Computing as an Enabler for Novel Microservices and Cooperative Computing	18
Blockchain-Based Dynamic Spectrum Sharing for 6G UIoT Networks	18
Integrated Satellite-Terrestrial Networks: Architectures, Key Techniques, and Experimental Progress	18
Overcoming Occlusions: Perception Task-Oriented Information Sharing in Connected and Autonomous Vehicles	18
Toward Decentralized Fair Data Trading Based on Blockchain	18
Sharding-Enabled Blockchain for Software-Defined Internet of Unmanned Vehicles in the Battlefield	18
NOMA-Based Cognitive Spectrum Access for 5G-Enabled Internet of Things	18
Standardization of Extended Reality (XR) over 5G and 5G-Advanced 3GPP New Radio	18
Dynamic-Adaptive AI Solutions for Network Slicing Management in Satellite-Integrated B5G Systems	18
Resource-Efficient DAG Blockchain with Sharding for 6G Networks	17
Immersive Services over 5G and Beyond Mobile Systems	17
A Workflow-Aided Internet of Things Paradigm with Intelligent Edge Computing	17
Simultaneous Transmitting and Reflecting-Reconfigurable Intelligent Surface in 6G: Design Guidelines and Future Perspectives	17
Federated Learning for Intelligent Transmission with Space-Air-Ground Integrated Network toward 6G	17
Spectrum-Learning-Aided Reconfigurable Intelligent Surfaces for “Green” 6G Networks	17
Liquid Software-Based Edge Intelligence for Future 6G Networks	17
Internet of Things as Complex Networks	17
Countermeasure Based on Smart Contracts and AI against DoS/DDoS Attack in 5G Circumstances	17
When Blockchain Meets Edge Intelligence: Trusted and Security Solutions for Consumers	17
Green Communications for Future Vehicular Networks: Data Compression Approaches, Opportunities, and Challenges	17
OTFS Enabled LEO Satellite Communications: A Promising Solution to Severe Doppler Effects	17
Machine-Learning-Aided Mission-Critical Internet of Underwater Things	17
Federated Learning in Satellite Constellations	16
Guest Editorial: In-Network Computing: Emerging Trends for the Edge-Cloud Continuum	16
Caching Scalable Videos in the Edge of Wireless Cellular Networks	16
Privacy-Preserving Continuous Authentication for Mobile and IoT Systems Using Warmup-Based Federated Learning	16
Coherent Optics Ready for Prime Time in Short-Haul Networks	16
Stability-Based Analysis and Defense against Backdoor Attacks on Edge Computing Services	16
Blockchain-Assisted Spectrum Trading Between Elastic Virtual Optical Networks	16
Blockchain-Enabled Network Sharing for O-RAN in 5G and Beyond	16
Zero Trust Architecture Empowered Attack Detection Framework to Secure 6G Edge Computing	16
Realizing 6G: The Operational Goals, Enabling Technologies of Future Networks, and Value-Oriented Intelligent Multi-Dimensional Multiple Access	15
Blockchain Enabled Federated Slicing for 5G Networks with AI Accelerated Optimization	15
Machine Learning Based Cloud Computing Anomalies Detection	15
Joint IT-Facility Optimization for Green Data Centers via Deep Reinforcement Learning	15
An Overview of On-Demand Deployment Optimization of Small Cells	15
Hybrid Quantum-Classical Computing for Future Network Optimization	15
Exploring Collaborative Distributed Diffusion-Based AI-Generated Content (AIGC) in Wireless Networks	15
Decentralized Identifiers and Self-Sovereign Identity in 6G	15
The Quantum Internet: Enhancing Classical Internet Services One Qubit at A Time	15
Artificial Intelligence Technologies for COVID-19-Like Epidemics: Methods and Challenges	15
Personalized Vehicular Edge Computing in 6G	15
Zero Trust Architecture for 6G Security	15
The Road to Industry 4.0 and Beyond: A Communications-, Information-, and Operation Technology Collaboration Perspective	15
MECC: A Mobile Edge Collaborative Caching Framework Empowered by Deep Reinforcement Learning	15
SMPC-Based Federated Learning for 6G-Enabled Internet of Medical Things	15
Advancing Software-Defined Service-Centric Networking Toward In-Network Intelligence	14
Edge-Based Virtual Reality over 6G Terahertz Channels	14
Physics-Informed Quantum Communication Networks: A Vision Toward the Quantum Internet	14
A Software-Defined Programmable Testbed for Beyond 5G Optical-Wireless Experimentation at City-Scale	14
AI/ML Service Enablers and Model Maintenance for Beyond 5G Networks	14
Security of Industrial Robots: Vulnerabilities, Attacks, and Mitigations	14
An Overview of Uplink Access Techniques in Machine-Type Communications	14
Cooperative Drone Communications for Space-Air-Ground Integrated Networks	14
Toward a Real Deployment of Network Services Orchestration and Configuration Convergence Framework for 5G Network Slices	14
5G NR Sidelink Multi-Hop Transmission in Public Safety and Factory Automation Scenarios	14