Machine learning for 5G security: Architecture, recent advances, and challenges

A Afaq, N Haider, MZ Baig, KS Khan, M Imran, I Razzak - Ad Hoc Networks, 2021 - Elsevier
The granularization of crucial network functions implementation using software-centric, and
virtualized approaches in 5G networks have brought forth unprecedented security …

Artificial Intelligence and Machine Learning in 5G Network Security: Opportunities, advantages, and future research trends

N Haider, MZ Baig, M Imran - arXiv preprint arXiv:2007.04490, 2020 - arxiv.org
Recent technological and architectural advancements in 5G networks have proven their
worth as the deployment has started over the world. Key performance elevating factor from …

Towards artificial intelligence enabled 6G: State of the art, challenges, and opportunities

S Zhang, D Zhu - Computer Networks, 2020 - Elsevier
Abstract 6G is expected to support the unprecedented Internet of everything scenarios with
extremely diverse and challenging requirements. To fulfill such diverse requirements …

Machine learning threatens 5G security

J Suomalainen, A Juhola, S Shahabuddin… - IEEE …, 2020 - ieeexplore.ieee.org
Machine learning (ML) is expected to solve many challenges in the fifth generation (5G) of
mobile networks. However, ML will also open the network to several serious cybersecurity …

Machine learning assisted security analysis of 5G-network-connected systems

T Saha, N Aaraj, NK Jha - IEEE Transactions on Emerging …, 2022 - ieeexplore.ieee.org
The core network architecture of telecommunication systems has undergone a paradigm
shift in the fifth-generation (5G) networks. 5G networks have transitioned to software-defined …

Enhancing Security in 5G Networks: A Hybrid Machine Learning Approach for Attack Classification

HA Kholidy, A Berrouachedi… - 2023 20th ACS/IEEE …, 2023 - ieeexplore.ieee.org
Over the last decade, the demand for greater security in 5G networks has grown
significantly. Ensuring data security during transmission against external attacks has …

Automated attack and defense framework toward 5G security

Y Sun, Z Tian, M Li, C Zhu, N Guizani - IEEE Network, 2020 - ieeexplore.ieee.org
5G networks are currently being developed rapidly and are dedicated to connect all things of
the Internet with new technologies, components and services. Due to the crucial role of 5G …

AI for beyond 5G networks: A cyber-security defense or offense enabler?

C Benzaïd, T Taleb - IEEE network, 2020 - ieeexplore.ieee.org
Artificial intelligence (AI) is envisioned to play a pivotal role in empowering intelligent,
adaptive and autonomous security management in 5G and beyond networks, thanks to its …

Data-driven malware detection for 6G networks: A survey from the perspective of continuous learning and explainability via visualisation

DT Uysal, PD Yoo, K Taha - IEEE Open Journal of Vehicular …, 2022 - ieeexplore.ieee.org
5G is inherently prone to security vulnerabilities. We witness that many today's networks
contain 5G security flaws due to their reliance on the existing 4G network core. A lack of …

Toward 6G security: technology trends, threats, and solutions

DH Je, J Jung, S Choi - IEEE Communications Standards …, 2021 - ieeexplore.ieee.org
Toward 6G, we are witnessing various technology trends including network openness and
open source SW-based mobile communication systems, network AI, privacy protection …