IEEE Transactions on Network and Service Management

Article	Citations
DMRO: A Deep Meta Reinforcement Learning-Based Task Offloading Framework for Edge-Cloud Computing	165
Multi-Stage Optimized Machine Learning Framework for Network Intrusion Detection	140
Privacy-Preserved Task Offloading in Mobile Blockchain With Deep Reinforcement Learning	135
Multi-Agent DRL for Task Offloading and Resource Allocation in Multi-UAV Enabled IoT Edge Network	122
XAI Meets Mobile Traffic Classification: Understanding and Improving Multimodal Deep Learning Architectures	120
A Unified Deep Learning Anomaly Detection and Classification Approach for Smart Grid Environments	119
Efficient and Secure Multi-User Multi-Task Computation Offloading for Mobile-Edge Computing in Mobile IoT Networks	116
HitAnomaly: Hierarchical Transformers for Anomaly Detection in System Log	109
A Comprehensive Survey on the E2E 5G Network Slicing Model	105
A Survey and Future Directions on Clustering: From WSNs to IoT and Modern Networking Paradigms	103
Network Abnormal Traffic Detection Model Based on Semi-Supervised Deep Reinforcement Learning	100
Critical Impact of Social Networks Infodemic on Defeating Coronavirus COVID-19 Pandemic: Twitter-Based Study and Research Directions	91
Gradient Boosting Feature Selection With Machine Learning Classifiers for Intrusion Detection on Power Grids	91
Machine Learning-Based Scaling Management for Kubernetes Edge Clusters	87
FlowPic: A Generic Representation for Encrypted Traffic Classification and Applications Identification	86
A Fuzzy Logic-Based Intelligent Multiattribute Routing Scheme for Two-Layered SDVNs	82
Intelligent Routing Based on Reinforcement Learning for Software-Defined Networking	81
Network Slice Reconfiguration by Exploiting Deep Reinforcement Learning With Large Action Space	80
Real-Time Multiple-Workflow Scheduling in Cloud Environments	79
Swarm of UAVs for Network Management in 6G: A Technical Review	76
A Decentralized Framework for Serverless Edge Computing in the Internet of Things	73
Deep Reinforcement Adversarial Learning Against Botnet Evasion Attacks	71
Energy-Efficient Hierarchical Resource Allocation in Uplink–Downlink Decoupled NOMA HetNets	71
AI-Based Resource Provisioning of IoE Services in 6G: A Deep Reinforcement Learning Approach	70
DETONAR: Detection of Routing Attacks in RPL-Based IoT	67

Mobility Aware and Dynamic Migration of MEC Services for the Internet of Vehicles	67
CANnolo: An Anomaly Detection System Based on LSTM Autoencoders for Controller Area Network	67
Trust-Based Blockchain Authorization for IoT	66
A New Method for Flow-Based Network Intrusion Detection Using the Inverse Potts Model	66
Centralized and Federated Learning for Predictive VNF Autoscaling in Multi-Domain 5G Networks and Beyond	65
Edge Blockchain Assisted Lightweight Privacy-Preserving Data Aggregation for Smart Grid	63
Experimental Review of Neural-Based Approaches for Network Intrusion Management	59
On Demand Fog Federations for Horizontal Federated Learning in IoV	58
Survey of Network Intrusion Detection Methods From the Perspective of the Knowledge Discovery in Databases Process	58
Anomaly Detection for Insider Threats Using Unsupervised Ensembles	57
Holu: Power-Aware and Delay-Constrained VNF Placement and Chaining	57
Dynamic Offloading and Resource Scheduling for Mobile-Edge Computing With Energy Harvesting Devices	55
Characterization and Prediction of Mobile-App Traffic Using Markov Modeling	55
Experimental V2X Evaluation for C-V2X and ITS-G5 Technologies in a Real-Life Highway Environment	53
APPM: Adaptive Parallel Processing Mechanism for Service Function Chains	53
Virtual Network Function Placement in Satellite Edge Computing With a Potential Game Approach	51
Adversarial Network Traffic: Towards Evaluating the Robustness of Deep-Learning-Based Network Traffic Classification	50
A Framework for eBPF-Based Network Functions in an Era of Microservices	50
Efficient Handover Mechanism for Radio Access Network Slicing by Exploiting Distributed Learning	49
Trust-Related Attacks and Their Detection: A Trust Management Model for the Social IoT	48
A Multi-Dimensional Deep Learning Framework for IoT Malware Classification and Family Attribution	48
Blockchain on Security and Forensics Management in Edge Computing for IoT: A Comprehensive Survey	47
Bringing Intelligence to Software Defined Networks: Mitigating DDoS Attacks	45
Joint Dynamical VNF Placement and SFC Routing in NFV-Enabled SDNs	44
Secure Multi-keyword Fuzzy Searches With Enhanced Service Quality in Cloud Computing	43
Resource Optimization and Delay Guarantee Virtual Network Function Placement for Mapping SFC Requests in Cloud Networks	42
WIDS: An Anomaly Based Intrusion Detection System for Wi-Fi (IEEE 802.11) Protocol	41
Griffin: Real-Time Network Intrusion Detection System via Ensemble of Autoencoder in SDN	40
Quantitative Performance Comparison of Various Traffic Shapers in Time-Sensitive Networking	38
Resource Allocation in an Open RAN System Using Network Slicing	38
Reliable Placement of Service Function Chains and Virtual Monitoring Functions With Minimal Cost in Softwarized 5G Networks	38
Predicting Network Flow Characteristics Using Deep Learning and Real-World Network Traffic	38
ViCrypt to the Rescue: Real-Time, Machine-Learning-Driven Video-QoE Monitoring for Encrypted Streaming Traffic	37
Network Intrusion Detection and Comparative Analysis Using Ensemble Machine Learning and Feature Selection	37
DRL-QOR: Deep Reinforcement Learning-Based QoS/QoE-Aware Adaptive Online Orchestration in NFV-Enabled Networks	37
The Cross-Evaluation of Machine Learning-Based Network Intrusion Detection Systems	36
Availability- and Traffic-Aware Placement of Parallelized SFC in Data Center Networks	36
In-Network Volumetric DDoS Victim Identification Using Programmable Commodity Switches	35
Multi-Agent Based Autonomic Network Management Architecture	35
Cuckoo Filters and Bloom Filters: Comparison and Application to Packet Classification	35
DDQP: A Double Deep Q-Learning Approach to Online Fault-Tolerant SFC Placement	35
Chronos: DDoS Attack Detection Using Time-Based Autoencoder	34
Burst Traffic Scheduling for Hybrid E/O Switching DCN: An Error Feedback Spiking Neural Network Approach	34
Evaluating QUIC Performance Over Web, Cloud Storage, and Video Workloads	34
LogClass: Anomalous Log Identification and Classification With Partial Labels	33
PA-Cache: Evolving Learning-Based Popularity- Aware Content Caching in Edge Networks	33
Blockchain-Enabled Resource Trading and Deep Reinforcement Learning-Based Autonomous RAN Slicing in 5G	33
Dynamic Controller Assignment in Software Defined Internet of Vehicles Through Multi-Agent Deep Reinforcement Learning	33
SINR-Based Analysis of IEEE 802.11p/bd Broadcast VANETs for Safety Services	33
SILedger: A Blockchain and ABE-based Access Control for Applications in SDN-IoT Networks	33

Euclid: A Fully In-Network, P4-Based Approach for Real-Time DDoS Attack Detection and Mitigation	33
Virtualized Network Function Forwarding Graph Placing in SDN and NFV-Enabled IoT Networks: A Graph Neural Network Assisted Deep Reinforcement Learning Method	32
Spotting Political Social Bots in Twitter: A Use Case of the 2019 Spanish General Election	32
Throughput-Aware Partitioning and Placement of Applications in Fog Computing	32
Deep Learning and Zero-Day Traffic Classification: Lessons Learned From a Commercial-Grade Dataset	32
Risk-Aware Energy Scheduling for Edge Computing With Microgrid: A Multi-Agent Deep Reinforcement Learning Approach	31
P8: P4 With Predictable Packet Processing Performance	31
fybrrLink: Efficient QoS-Aware Routing in SDN Enabled Future Satellite Networks	31
Neural and Attentional Factorization Machine-Based Web API Recommendation for Mashup Development	31
Efficient Federated DRL-Based Cooperative Caching for Mobile Edge Networks	31
pHeavy: Predicting Heavy Flows in the Programmable Data Plane	31
Mobility-Aware Seamless Handover With MPTCP in Software-Defined HetNets	31
A Cost-Sensitive Deep Learning-Based Approach for Network Traffic Classification	31
A Fault Tolerant Elastic Resource Management Framework Toward High Availability of Cloud Services	30
Anonymous and Verifiable Reputation System for E-Commerce Platforms Based on Blockchain	30
Workflow-Aware Automatic Fault Diagnosis for Microservice-Based Applications With Statistics	30
Throughput Optimization and Delay Guarantee VNF Placement for Mapping SFC Requests in NFV-Enabled Networks	30
DRSIR: A Deep Reinforcement Learning Approach for Routing in Software-Defined Networking	29
Caching Popular Transient IoT Contents in an SDN-Based Edge Infrastructure	29
An Incremental Learning Method Based on Dynamic Ensemble RVM for Intrusion Detection	29
NFV Platforms: Taxonomy, Design Choices and Future Challenges	29
Dynamic Distributed Multi-Path Aided Load Balancing for Optical Data Center Networks	29
Joint Resource Optimization and Delay-Aware Virtual Network Function Migration in Data Center Networks	29
Socially-Aware-Clustering-Enabled Federated Learning for Edge Networks	29
Reliability-Oriented and Resource-Efficient Service Function Chain Construction and Backup	29
A New Mutual Authentication and Key Agreement Protocol for Mobile Client—Server Environment	28
Code Caching-Assisted Computation Offloading and Resource Allocation for Multi-User Mobile Edge Computing	28
Multi-Objective Deep Reinforcement Learning Assisted Service Function Chains Placement	28
Data Fusion Oriented Graph Convolution Network Model for Rumor Detection	27
TSSM: Time-Sharing Switch Migration to Balance Loads of Distributed SDN Controllers	27
Online Sparse BLSTM Models for Resource Usage Prediction in Cloud Datacentres	27
NDMF: Neighborhood-Integrated Deep Matrix Factorization for Service QoS Prediction	26
DeepEdge: A New QoE-Based Resource Allocation Framework Using Deep Reinforcement Learning for Future Heterogeneous Edge-IoT Applications	26
Joint Optimization With DNN Partitioning and Resource Allocation in Mobile Edge Computing	26
Capacitated Shortest Path Tour Problem-Based Integer Linear Programming for Service Chaining and Function Placement in NFV Networks	26
Resilient and Latency-Aware Orchestration of Network Slices Using Multi-Connectivity in MEC-Enabled 5G Networks	26
Assessing Container Network Interface Plugins: Functionality, Performance, and Scalability	26
SDCF: A Software-Defined Cyber Foraging Framework for Cloudlet Environment	26
Time-Sensitive Mobile User Association and SFC Placement in MEC-Enabled 5G Networks	25
A Survey on Blockchain-Based Telecommunication Services Marketplaces	25
Decentralized and Lightweight Approach to Detect Eclipse Attacks on Proof of Work Blockchains	25
Data-Driven RAN Slicing Mechanisms for 5G and Beyond	25
Soft-Failure Detection, Localization, Identification, and Severity Prediction by Estimating QoT Model Input Parameters	25
Understanding Selfish Mining in Imperfect Bitcoin and Ethereum Networks With Extended Forks	25
MapChain: A Blockchain-Based Verifiable Healthcare Service Management in IoT-Based Big Data Ecosystem	25
Blockchain State Sharding With Space-Aware Representations	25
Cross-Network-Slice Authentication Scheme for the 5 th Generation Mobile Communication System	24
Optimized Joint Allocation of Radio, Optical, and MEC Resources for the 5G and Beyond Fronthaul	24
In-Band Network Monitoring Technique to Support SDN-Based Wireless Networks	24
An Online Entropy-Based DDoS Flooding Attack Detection System With Dynamic Threshold	24
DeepCC: Multi-Agent Deep Reinforcement Learning Congestion Control for Multi-Path TCP Based on Self-Attention	24
Dynamic Allocation of Computing and Communication Resources in Multi-Access Edge Computing for Mobile Users	24
Secure Task Offloading in Blockchain-Enabled Mobile Edge Computing With Deep Reinforcement Learning	24
Robust Service Provisioning With Service Function Chain Requirements in Mobile Edge Computing	24
Adaptive Computation Offloading Policy for Multi-Access Edge Computing in Heterogeneous Wireless Networks	24
Mosaic: Advancing User Quality of Experience in 360-Degree Video Streaming With Machine Learning	24
Machine Learning-Based Radio Coverage Prediction in Urban Environments	24
Uncertainty-Aware Resource Provisioning for Network Slicing	24
CoScal: Multifaceted Scaling of Microservices With Reinforcement Learning	24
AI-Based Network-Aware Service Function Chain Migration in 5G and Beyond Networks	24
Demystifying the Transferability of Adversarial Attacks in Computer Networks	24
Resiliency-Aware Deployment of SDN in Smart Grid SCADA: A Formal Synthesis Model	24
Self-Learning Multi-Objective Service Coordination Using Deep Reinforcement Learning	24
FlexChain: Bridging Parallelism and Placement for Service Function Chains	24
Deterministic Latency/Jitter-Aware Service Function Chaining Over Beyond 5G Edge Fabric	24
Attribute-Based Encryption With Blockchain Protection Scheme for Electronic Health Records	24
Practical Intrusion Detection of Emerging Threats	23
Hierarchical Anomaly-Based Detection of Distributed DNS Attacks on Enterprise Networks	23
A Blockchain-Based Multi-CA Cross-Domain Authentication Scheme in Decentralized Autonomous Network	23
Multi-Dimensional Resource Allocation in Distributed Data Centers Using Deep Reinforcement Learning	23
Provisioning Optimization for Determining and Embedding 5G End-to-End Information Centric Network Slice	23
The Evolution of Federated Learning-Based Intrusion Detection and Mitigation: A Survey	23
Lightweight Misbehavior Detection Management of Embedded IoT Devices in Medical Cyber Physical Systems	23
A Heuristically Assisted Deep Reinforcement Learning Approach for Network Slice Placement	23
Virtual Network Function Allocation to Maximize Continuous Available Time of Service Function Chains With Availability Schedule	23
A Forecasting Approach to Improve Control and Management for 5G Networks	23
Adaptive Placement and Routing for Service Function Chains With Service Deadlines	22
Towards Optimal Parallelism-Aware Service Chaining and Embedding	22
Joint Computation Offloading and Resource Allocation Under Task-Overflowed Situations in Mobile-Edge Computing	22
Deep Reinforcement Learning-Based Joint User Association and CU–DU Placement in O-RAN	22

Ensuring Reliability and Low Cost When Using a Parallel VNF Processing Approach to Embed Delay-Constrained Slices	22
UAV-Assisted Online Machine Learning Over Multi-Tiered Networks: A Hierarchical Nested Personalized Federated Learning Approach	22
Deploying SDN Control in Internet of UAVs: Q-Learning-Based Edge Scheduling	22
On Ransomware Family Attribution Using Pre-Attack Paranoia Activities	22
On Sustained Zero Trust Conceptualization Security for Mobile Core Networks in 5G and Beyond	22
OSCAR: On Optimizing Resource Utilization in Live Video Streaming	22
Energy Optimization With Multi-Sleeping Control in 5G Heterogeneous Networks Using Reinforcement Learning	22
DNS Tunneling Detection by Cache-Property-Aware Features	22
Privacy and Transparency in CBDCs: A Regulation-by-Design AML/CFT Scheme	22
ML-Based IDPS Enhancement With Complementary Features for Home IoT Networks	21
Deep Learning and Onion Routing-Based Collaborative Intelligence Framework for Smart Homes Underlying 6G Networks	21
A Cross-Domain Authentication Scheme Based on Cooperative Blockchains Functioning With Revocation for Medical Consortiums	21
A Network Intelligence Architecture for Efficient VNF Lifecycle Management	21
A Dynamic and Collaborative Multi-Layer Virtual Network Embedding Algorithm in SDN Based on Reinforcement Learning	21
Dynamic Microservice Allocation for Virtual Reality Distribution With QoE Support	21
Network Services Anomalies in NFV: Survey, Taxonomy, and Verification Methods	21
Tensor-Based Recurrent Neural Network and Multi-Modal Prediction With Its Applications in Traffic Network Management	21
Flow-Based Encrypted Network Traffic Classification With Graph Neural Networks	21
Uncovering Lateral Movement Using Authentication Logs	21
Petri Net-Based Reliability Assessment and Migration Optimization Strategy of SFC	20
Multi-Domain Network Slicing With Latency Equalization	20
SDFA: A Service-Driven Fragmentation-Aware Resource Allocation in Elastic Optical Networks	20
Bandwidth Allocation of Stream-Reservation Traffic in TSN	20
Mobile Traffic Classification Through Physical Control Channel Fingerprinting: A Deep Learning Approach	20
Multi-Path Selection and Congestion Control for NDN: An Online Learning Approach	20
Towards Automatic Network Slicing for the Internet of Space Things	20
Log Sequence Anomaly Detection Based on Local Information Extraction and Globally Sparse Transformer Model	20
A Statistical Approach for Detection of Denial of Service Attacks in Computer Networks	19
Decentralized On-Chain Data Access via Smart Contracts in Ethereum Blockchain	19
SVM-Based Task Admission Control and Computation Offloading Using Lyapunov Optimization in Heterogeneous MEC Network	19
Enabling Dynamically Centralized RAN Architectures in 5G and Beyond	19
Optimal Network Slicing for Service-Oriented Networks With Flexible Routing and Guaranteed E2E Latency	19
Smart Zero-Touch Management of UAV-Based Edge Network	19
VNF and CNF Placement in 5G: Recent Advances and Future Trends	19
Towards Sustainable Edge Computing Through Renewable Energy Resources and Online, Distributed and Predictive Scheduling	19
Optimized IoT Service Chain Implementation in Edge Cloud Platform: A Deep Learning Framework	19
Admission Control and Resource Reservation for Prioritized Slice Requests With Guaranteed SLA Under Uncertainties	19
Delay-Sensitive Task Offloading in Vehicular Fog Computing-Assisted Platoons	19
A Novel Autonomous Profiling Method for the Next-Generation NFV Orchestrators	19
TSAGen: Synthetic Time Series Generation for KPI Anomaly Detection	19
Reinforcement Learning for Intrusion Detection: More Model Longness and Fewer Updates	19
Bloom Filter With a False Positive Free Zone	19
DeepAir: Deep Reinforcement Learning for Adaptive Intrusion Response in Software-Defined Networks	19
AEGIS: Detection and Mitigation of TCP SYN Flood on SDN Controller	19
Helix: A Fair Blockchain Consensus Protocol Resistant to Ordering Manipulation	18
Improving Quality-of-Service in Cluster-Based UAV-Assisted Edge Networks	18
Blockchain-Based Resource Trading in Multi-UAV-Assisted Industrial IoT Networks: A Multi-Agent DRL Approach	18
Risk-Aware Cloud-Edge Computing Framework for Delay-Sensitive Industrial IoTs	18
An Overview of Interslice and Intraslice Resource Allocation in B5G Telecommunication Networks	18
μDFL: A Secure Microchained Decentralized Federated Learning Fabric Atop IoT Networks	18
Anomaly-Aware Network Traffic Estimation via Outlier-Robust Tensor Completion	18
A Service-Centric Q-Learning Algorithm for Mobility Robustness Optimization in LTE	18
Unmanned Aerial Vehicles Traffic Management Solution Using Crowd-Sensing and Blockchain	18
Disaster Protection in Inter-DataCenter Networks Leveraging Cooperative Storage	18
Unavailability-Aware Shared Virtual Backup Allocation for Middleboxes: A Queueing Approach	18
Intelligent EV Charging for Urban Prosumer Communities: An Auction and Multi-Agent Deep Reinforcement Learning Approach	18
Deadline-Aware SFC Orchestration Under Demand Uncertainty	18
Adaptive Feature Selection and Construction for Day-Ahead Load Forecasting Use Deep Learning Method	18
Effects of Differentiated 5G Services on Computational and Radio Resource Allocation Performance	17
SE-VFC: Secure and Efficient Outsourcing Computing in Vehicular Fog Computing	17
From TTP to IoC: Advanced Persistent Graphs for Threat Hunting	17
Dynamic Radio Access Selection and Slice Allocation for Differentiated Traffic Management on Future Mobile Networks	17
A Packet Loss Monitoring System for In-Band Network Telemetry: Detection, Localization, Diagnosis and Recovery	17
Over-the-Air Software-Defined Vehicle Updates Using Federated Fog Environment	17
Improving SD-WAN Resilience: From Vertical Handoff to WAN-Aware MPTCP	17
Improving Performance, Reliability, and Feasibility in Multimodal Multitask Traffic Classification with XAI	17
Study of Virtual Network Function Placement in 5G Cloud Radio Access Network	17
Comparative Performability Assessment of SFCs: The Case of Containerized IP Multimedia Subsystem	17
Adoption of Email Anti-Spoofing Schemes: A Large Scale Analysis	17
Churn in the Bitcoin Network	17
Privacy-Preserving Scheme With Account-Mapping and Noise-Adding for Energy Trading Based on Consortium Blockchain	17
An Adaptive Forecasting Model for Slice Allocation in Softwarized Networks	17
A Privacy-Preserving Reinforcement Learning Algorithm for Multi-Domain Virtual Network Embedding	17
A Hierarchical and Location-Aware Consensus Protocol for IoT-Blockchain Applications	17
An Efficient Key Management and Multi-Layered Security Framework for SCADA Systems	17
Environmentally-Aware and Energy-Efficient Multi-Drone Coordination and Networking for Disaster Response	17
Estimation of the Quality of Experience During Video Streaming From Facial Expression and Gaze Direction	17
Deep Reinforcement Learning-Based Content Migration for Edge Content Delivery Networks With Vehicular Nodes	17
Multi-Perspective Content Delivery Networks Security Framework Using Optimized Unsupervised Anomaly Detection	17
Multi-Agent Meta-Reinforcement Learning for Self-Powered and Sustainable Edge Computing Systems	17
SPDTS: A Differential Privacy-Based Blockchain Scheme for Secure Power Data Trading	17
Outage Analysis and Reliability Enhancement of Hybrid VLC-RF Networks Using Cooperative Non-Orthogonal Multiple Access	17
HARS: A High-Available and Resource-Saving Service Function Chain Placement Approach in Data Center Networks	17
Delay-Sensitive Multi-Source Multicast Resource Optimization in NFV-Enabled Networks: A Column Generation Approach	17
QoS Time Series Modeling and Forecasting for Web Services: A Comprehensive Survey	17
Foureye: Defensive Deception Against Advanced Persistent Threats via Hypergame Theory	17
PP5GS—An Efficient Procedure-Based and Stateless Architecture for Next-Generation Core Networks	17
Static Placement and Dynamic Assignment of SDN Controllers in LEO Satellite Networks	17
Online Anomaly Detection Leveraging Stream-Based Clustering and Real-Time Telemetry	17
A Novel Multi-Stage Approach for Hierarchical Intrusion Detection	16
Multi-Objective Control Plane Dimensioning in Hybrid SDN/Legacy Networks	16
Cost-Aware Deployment of Microservices for IoT Applications in Mobile Edge Computing Environment	16
A Hybrid Blockchain-Edge Architecture for Electronic Health Record Management With Attribute-Based Cryptographic Mechanisms	16
Resource Allocation in Data Centers Using Fast Reinforcement Learning Algorithms	16
Highly-Efficient and Adaptive Network Monitoring: When INT Meets Segment Routing	16