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 …

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 …

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 …

[PDF][PDF] 5G core network security issues and attack classification from network protocol perspective.

H Kim - J. Internet Serv. Inf. Secur., 2020 - isyou.info
Abstract Fifth-generation technology [5G] services commercialized in 2019 have not only
provided voice and data communication but also undergone significant structural changes in …

AI and 6G security: Opportunities and challenges

Y Siriwardhana, P Porambage… - 2021 Joint European …, 2021 - ieeexplore.ieee.org
While 5G is well-known for network cloudification with micro-service based architecture, the
next generation networks or the 6G era is closely coupled with intelligent network …

A deep learning assisted software defined security architecture for 6G wireless networks: IIoT perspective

MA Rahman, MS Hossain - IEEE Wireless Communications, 2022 - ieeexplore.ieee.org
The 6G wireless network is expected to drive cyber-physical systems (CPS) from merely
connected things to securely connected intelligence. While 6G will offer real-time …

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 …

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 …

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 …

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 …