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A Comprehensive Study on the Role of Machine Learning in 5G Security: Challenges, Technologies, and Solutions

https://doi.org/10.3390/electronics12224604

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Outgoing claims: the papers this work cites, builds on, or argues with.

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SDN‐based 5G mobile networks: architecture, functions, procedures and backward compatibility

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6G Mobile Wireless Networks

inferredcites →https://doi.org/10.1007/978-3-319-34208-5openalex-snapshot

5G Mobile Communications

inferredcites →https://doi.org/10.1007/978-3-319-47343-7openalex-snapshot

Cloud Based 5G Wireless Networks

inferredcites →https://doi.org/10.1007/978-981-16-2008-9openalex-snapshot

Applied Information Processing Systems

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RETRACTED ARTICLE: A novel linear SVM-based compressive collaborative spectrum sensing (CCSS) scheme for IoT cognitive 5G network

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Security and Privacy in 5G-IIoT Smart Factories: Novel Approaches, Trends, and Challenges

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Evolution towards fifth generation (5G) wireless networks: Current trends and challenges in the deployment of millimetre wave, massive MIMO, and small cells

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inferredcites →https://doi.org/10.1007/s13042-020-01178-4openalex-snapshot

A survey of 5G network systems: challenges and machine learning approaches

inferredcites →https://doi.org/10.1016/b978-0-08-102267-2.00001-4openalex-snapshot

5G Network Architecture

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Deep learning-driven opportunistic spectrum access (OSA) framework for cognitive 5G and beyond 5G (B5G) networks

inferredcites →https://doi.org/10.1016/j.adhoc.2021.102685openalex-snapshot

Role of machine learning and deep learning in securing 5G-driven industrial IoT applications

inferredcites →https://doi.org/10.1016/j.comnet.2022.108820openalex-snapshot

A survey: Distributed Machine Learning for 5G and beyond

inferredcites →https://doi.org/10.1016/j.csi.2021.103518openalex-snapshot

Optimal 5G network slicing using machine learning and deep learning concepts

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A survey of edge computing-based designs for IoT security

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Blockchain for 5G and beyond networks: A state of the art survey

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Millimetre wave frequency band as a candidate spectrum for 5G network architecture: A survey

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Autonomous vehicles in 5G and beyond: A survey

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A comparison of combinatorial partitioning and linear regression for the detection of epistatic effects of theACE I/DandPAI‐1 4G/5Gpolymorphisms on plasma PAI‐1 levels

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Machine learning‐based IDS for software‐defined 5G network

inferredcites →https://doi.org/10.1051/itmconf/20224201004openalex-snapshot

Analysis of Encryption Algorithms Proposed for Data Security in 4G and 5G Generations

inferredcites →https://doi.org/10.1109/5gwf.2018.8516981openalex-snapshot

5G Privacy: Scenarios and Solutions

inferredcites →https://doi.org/10.1109/5gwf49715.2020.9221122openalex-snapshot

5G Security Challenges and Opportunities: A System Approach

inferredcites →https://doi.org/10.1109/access.2015.2461602openalex-snapshot

A Survey of 5G Network: Architecture and Emerging Technologies

inferredcites →https://doi.org/10.1109/access.2016.2601009openalex-snapshot

Survey on Threats and Attacks on Mobile Networks

inferredcites →https://doi.org/10.1109/access.2017.2716971openalex-snapshot

Verifiable Public Key Encryption Scheme With Equality Test in 5G Networks

inferredcites →https://doi.org/10.1109/access.2018.2820162openalex-snapshot

Data Security and Privacy-Preserving in Edge Computing Paradigm: Survey and Open Issues

inferredcites →https://doi.org/10.1109/access.2018.2827419openalex-snapshot

A Security Architecture for 5G Networks

inferredcites →https://doi.org/10.1109/access.2019.2899254openalex-snapshot

Security and Protocol Exploit Analysis of the 5G Specifications

inferredcites →https://doi.org/10.1109/access.2019.2936291openalex-snapshot

Enabling Multi-Functional 5G and Beyond User Equipment: A Survey and Tutorial

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Machine Learning for 5G/B5G Mobile and Wireless Communications: Potential, Limitations, and Future Directions

inferredcites →https://doi.org/10.1109/access.2020.3030762openalex-snapshot

A Comprehensive Survey on Mobility Management in 5G Heterogeneous Networks: Architectures, Challenges and Solutions

inferredcites →https://doi.org/10.1109/access.2021.3051557openalex-snapshot

Machine Learning Techniques for 5G and Beyond

inferredcites →https://doi.org/10.1109/access.2021.3063002openalex-snapshot

Active Machine Learning Adversarial Attack Detection in the User Feedback Process

inferredcites →https://doi.org/10.1109/access.2021.3077069openalex-snapshot

Deep Learning and Blockchain-Empowered Security Framework for Intelligent 5G-Enabled IoT

inferredcites →https://doi.org/10.1109/access.2021.3107430openalex-snapshot

Deep Learning (DL) Based Joint Resource Allocation and RRH Association in 5G-Multi-Tier Networks

inferredcites →https://doi.org/10.1109/acsat.2015.26openalex-snapshot

Mobile Technology Generations and Cryptographic Algorithms: Analysis Study

inferredcites →https://doi.org/10.1109/bihtel.2016.7775732openalex-snapshot

Security issues in wireless networks: An overview

inferredcites →https://doi.org/10.1109/cais.2018.8471687openalex-snapshot

The role of 5G wireless networks in the internet-of- things (IoT)

inferredcites →https://doi.org/10.1109/ccwc47524.2020.9031158openalex-snapshot

Secure5G: A Deep Learning Framework Towards a Secure Network Slicing in 5G and Beyond

inferredcites →https://doi.org/10.1109/comst.2016.2548426openalex-snapshot

A Survey of Man In The Middle Attacks

inferredcites →https://doi.org/10.1109/comst.2019.2933899openalex-snapshot

A Survey on Security and Privacy of 5G Technologies: Potential Solutions, Recent Advancements, and Future Directions

inferredcites →https://doi.org/10.1109/comst.2021.3067807openalex-snapshot

Survey on Network Slicing for Internet of Things Realization in 5G Networks

inferredcites →https://doi.org/10.1109/comst.2021.3094993openalex-snapshot

Big Data Resource Management & Networks: Taxonomy, Survey, and Future Directions

inferredcites →https://doi.org/10.1109/comst.2021.3108618openalex-snapshot

Security and Privacy for 6G: A Survey on Prospective Technologies and Challenges

inferredcites →https://doi.org/10.1109/comtech.2019.8737800openalex-snapshot

5G Security Artifacts (DoS / DDoS and Authentication)

inferredcites →https://doi.org/10.1109/cscloud-edgecom54986.2022.00041openalex-snapshot

A Lightweight and Secure Authentication Protocol for 5G mMTC

inferredcites →https://doi.org/10.1109/cscn.2017.8088621openalex-snapshot

5G security: Analysis of threats and solutions

inferredcites →https://doi.org/10.1109/csp51677.2021.9357499openalex-snapshot

Trend Analysis and Countermeasure Research of DDoS Attack Under 5G Network

inferredcites →https://doi.org/10.1109/eucnc/6gsummit51104.2021.9482503openalex-snapshot

AI and 6G Security: Opportunities and Challenges

inferredcites →https://doi.org/10.1109/gcwcn.2018.8668635openalex-snapshot

Security Threats and Challenges in Future Mobile Wireless Networks

inferredcites →https://doi.org/10.1109/globecom38437.2019.9013816openalex-snapshot

Man-in-the-Middle and Denial of Service Attacks in Wireless Secret Key Generation

inferredcites →https://doi.org/10.1109/glocomw.2007.4437813openalex-snapshot

A Survey of Security Threats on 4G Networks

inferredcites →https://doi.org/10.1109/icccnt45670.2019.8944864openalex-snapshot

Exposing the Security Weaknesses of Fifth Generation Handover Communication

inferredcites →https://doi.org/10.1109/iccmc48092.2020.iccmc-00014openalex-snapshot

Network Slicing in 5G and the Security Concerns

inferredcites →https://doi.org/10.1109/icict57646.2023.10134247openalex-snapshot

Machine Learning and Deep Learning Algorithms for Network Data Analytics Function in 5G Cellular Networks

inferredcites →https://doi.org/10.1109/icit58465.2023.10143116openalex-snapshot

Adaptive Frequency Hopping for 5G New Radio mMTC Security

inferredcites →https://doi.org/10.1109/ictc55196.2022.9952490openalex-snapshot

AI-based Network Security Enhancement for 5G Industrial Internet of Things Environments

inferredcites →https://doi.org/10.1109/idaacs53288.2021.9660920openalex-snapshot

Analysis of Anomaly Detection and Identification Methods in 5G Traffic

inferredcites →https://doi.org/10.1109/infcomw.2019.8845183openalex-snapshot

Towards Automatic Deployment of Virtual Firewalls to Support Secure mMTC in 5G Networks

inferredcites →https://doi.org/10.1109/iswcs.2018.8491078openalex-snapshot

5G URLLC: Design Challenges and System Concepts

inferredcites →https://doi.org/10.1109/itnac46935.2019.9078011openalex-snapshot

5G and the Future of Security in ICT

inferredcites →https://doi.org/10.1109/jcn.2020.000019openalex-snapshot

Intelligent network data analytics function in 5G cellular networks using machine learning

inferredcites →https://doi.org/10.1109/jproc.2019.2918437openalex-snapshot

Edge Computing Security: State of the Art and Challenges

inferredcites →https://doi.org/10.1109/jproc.2019.2954595openalex-snapshot

Future Intelligent and Secure Vehicular Network Toward 6G: Machine-Learning Approaches

inferredcites →https://doi.org/10.1109/jsac.2020.3000826openalex-snapshot

Prospective Multiple Antenna Technologies for Beyond 5G

inferredcites →https://doi.org/10.1109/lwc.2021.3133479openalex-snapshot

DeepSecure: Detection of Distributed Denial of Service Attacks on 5G Network Slicing—Deep Learning Approach

inferredcites →https://doi.org/10.1109/mcom.001.2000243openalex-snapshot

Deep Learning at the Physical Layer: System Challenges and Applications to 5G and Beyond

inferredcites →https://doi.org/10.1109/mcom.001.2200183openalex-snapshot

A Security Assessment of HTTP/2 Usage in 5G Service-Based Architecture

inferredcites →https://doi.org/10.1109/mcom.101.2100487openalex-snapshot

Energy Harvesting and Power Management for IoT Devices in the 5G Era

inferredcites →https://doi.org/10.1109/mcom.2017.1600951openalex-snapshot

Network Slicing in 5G: Survey and Challenges

inferredcites →https://doi.org/10.1109/mcom.2017.1700155openalex-snapshot

5G Mobile Cellular Networks: Enabling Distributed State Estimation for Smart Grids

inferredcites →https://doi.org/10.1109/mcomstd.101.2000090openalex-snapshot

Adaptive and Dynamic Security in AI-Empowered 6G: From an Energy Efficiency Perspective

inferredcites →https://doi.org/10.1109/mcomstd.2017.1700042openalex-snapshot

NR: The New 5G Radio Access Technology

inferredcites →https://doi.org/10.1109/mcomstd.2018.1700063openalex-snapshot

Overview of 5G Security Challenges and Solutions

inferredcites →https://doi.org/10.1109/mcomstd.2018.1700072openalex-snapshot

A Survey and an Analysis of Network Slicing in 5G Networks

inferredcites →https://doi.org/10.1109/mnet.011.2000229openalex-snapshot

Deep Learning for Security Problems in 5G Heterogeneous Networks

inferredcites →https://doi.org/10.1109/mnet.011.2000449openalex-snapshot

Prediction and Detection of FDIA and DDoS Attacks in 5G Enabled IoT

inferredcites →https://doi.org/10.1109/mnet.2018.1700227openalex-snapshot

Packet Duplication for URLLC in 5G: Architectural Enhancements and Performance Analysis

inferredcites →https://doi.org/10.1109/mvt.2020.2979261openalex-snapshot

5G Wireless Security and Privacy: Architecture and Flexible Mechanisms

inferredcites →https://doi.org/10.1109/mwc.001.1900054openalex-snapshot

Machine Learning for Intelligent Authentication in 5G and Beyond Wireless Networks

inferredcites →https://doi.org/10.1109/mwc.2016.1500374wcopenalex-snapshot

Energy Efficiency in Massive MIMO-Based 5G Networks: Opportunities and Challenges

inferredcites →https://doi.org/10.1109/mwc.2019.1900027openalex-snapshot

Deep Learning for Physical-Layer 5G Wireless Techniques: Opportunities, Challenges and Solutions

inferredcites →https://doi.org/10.1109/mwc.2020.9170261openalex-snapshot

Challenges and Novel Solutions for 5G Network Security, Privacy and Trust

inferredcites →https://doi.org/10.1109/ojcoms.2021.3058353openalex-snapshot

A Review of Deep Learning in 5G Research: Channel Coding, Massive MIMO, Multiple Access, Resource Allocation, and Network Security

inferredcites →https://doi.org/10.1109/ojcs.2022.3161933openalex-snapshot

Towards Secure and Intelligent Network Slicing for 5G Networks

inferredcites →https://doi.org/10.1109/syscon.2019.8836930openalex-snapshot

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inferredcites →https://doi.org/10.1109/tbc.2021.3122353openalex-snapshot

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inferredcites →https://doi.org/10.1109/tccn.2019.2954388openalex-snapshot

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Assessment of Deep Learning Methodology for Self-Organizing 5G Networks

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Incoming claims: where this work appears in other papers’ reference lists and arguments.

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inferred← citeshttps://doi.org/10.1109/isci65687.2025.11167572openalex-snapshot

Perceptions and Adoption Acceptance of Artificial Intelligence Tools in the Telecommunications Sector: A Statistical Study on Network Analytics and Security

inferred← citeshttps://doi.org/10.1109/sin63213.2024.10871710openalex-snapshot

Incident Response Adaptive Metrics Framework

inferred← citeshttps://doi.org/10.1109/sisimpact67725.2025.11439355openalex-snapshot

Analyzing Cultural Vulnerabilities and Cyber Behavior through AI Enabled Security Frameworks

inferred← citeshttps://doi.org/10.1109/smartblock4africa61928.2024.10779548openalex-snapshot

Improved Machine Learning-Based Model for Network Traffic Anomaly Detection

inferred← citeshttps://doi.org/10.1186/s13731-026-00659-0openalex-snapshot

Traditionality vs. modernity: examining entrepreneurial intentions at the digital technology era

inferred← citeshttps://doi.org/10.17762/ijritcc.v11i11.9503openalex-snapshot

Optimization Mobility in Sensor Actor Networks: A Comprehensive Framework

inferred← citeshttps://doi.org/10.17770/etr2025vol2.8592openalex-snapshot

ARTIFICIAL INTELLIGENCE IN CYBERSECURITY: THREATS, DEFENSES, AND FUTURE DIRECTIONS

inferred← citeshttps://doi.org/10.21203/rs.3.rs-4014216/v1openalex-snapshot

Cryptographic Parameters Enhancement Using Pulsar Orbital Optimization

inferred← citeshttps://doi.org/10.22399/ijcesen.596openalex-snapshot

The Role of Blockchain and AI in Fortifying Cybersecurity for Healthcare Systems

inferred← citeshttps://doi.org/10.2298/sjee2501075bopenalex-snapshot

Energy efficient design and implementation of approximate adder for image processing applications

inferred← citeshttps://doi.org/10.23919/ist-africa63983.2024.10569231openalex-snapshot

An Optimized Machine Learning Model for the Detection of Man-in-the-Middle Attack in Mobile Edge Computing

inferred← citeshttps://doi.org/10.32604/cmc.2024.049874openalex-snapshot

5G Resource Allocation Using Feature Selection and Greylag Goose Optimization Algorithm

inferred← citeshttps://doi.org/10.3390/fi16070226openalex-snapshot

Enhancing Network Slicing Security: Machine Learning, Software-Defined Networking, and Network Functions Virtualization-Driven Strategies

inferred← citeshttps://doi.org/10.3390/fi16120482openalex-snapshot

A Robust Machine Learning Model for Detecting XSS Attacks on IoT over 5G Networks

inferred← citeshttps://doi.org/10.3390/fi18030118openalex-snapshot

A Comprehensive Survey on 5G RedCap: Technologies, Security Vulnerabilities, and Attack Vectors

inferred← citeshttps://doi.org/10.3390/info17010021openalex-snapshot

AVI-SHIELD: An Explainable TinyML Cross-Platform Threat Detection Framework for Aviation Mobile Security

inferred← citeshttps://doi.org/10.3390/math13071088openalex-snapshot

A Review of Machine Learning and Transfer Learning Strategies for Intrusion Detection Systems in 5G and Beyond

inferred← citeshttps://doi.org/10.3390/s25113335openalex-snapshot

Cross-Layer Security for 5G/6G Network Slices: An SDN, NFV, and AI-Based Hybrid Framework

inferred← citeshttps://doi.org/10.3390/sym16070927openalex-snapshot

Novel Hybrid Crayfish Optimization Algorithm and Self-Adaptive Differential Evolution for Solving Complex Optimization Problems

inferred← citeshttps://doi.org/10.3390/sym17040503openalex-snapshot

Multi-Cloud Security Optimization Using Novel Hybrid JADE-Geometric Mean Optimizer

inferred← citeshttps://doi.org/10.3991/ijim.v18i10.46485openalex-snapshot

Overview of Mobile Attack Detection and Prevention Techniques Using Machine Learning

inferred← citeshttps://doi.org/10.4018/979-8-3373-0129-7.ch002openalex-snapshot

Machine Learning in Finance

inferred← citeshttps://doi.org/10.4018/979-8-3373-1370-2.ch010openalex-snapshot

Cloud Security and Data Protection in Hybrid Environments

inferred← citeshttps://doi.org/10.4018/979-8-3693-9225-6.ch005openalex-snapshot

Cyber Security Techniques for 5G Networks

inferred← citeshttps://doi.org/10.4102/sajhrm.v23i0.2828openalex-snapshot

Leadership in security media: Impact on community safety – Insights from Oman Police

inferred← citeshttps://doi.org/10.52783/jes.2538openalex-snapshot

Dynamic Neural Network-Based Resource Allocation Framework for Latency-Aware and Energy-Efficient Optimization in Wireless Communication Systems

inferred← citeshttps://doi.org/10.53759/7669/jmc202505101openalex-snapshot

Securing Short Range Applications in 5G Cognitive Radio Using an AI-Based Analysis of Security Threats

inferred← citeshttps://doi.org/10.53759/7669/jmc202505142openalex-snapshot

Securing Voice Software Applications Using 5G, WSN and AI Driven Privacy Preservation Protocols

inferred← citeshttps://doi.org/10.62441/nano-ntp.vi.3561openalex-snapshot

Exploring the Next Frontier in Wireless Communication: 5G and Beyond for Enhanced Reliability and Low Latency in IoT and Autonomous Technologies

inferred← citeshttps://doi.org/10.7717/peerj-cs.3983openalex-snapshot

MTA-CPMA: multi-tier architecture with cross-platform mobile apps for student health and academic analytics

Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.