Toward native explainable and robust AI in 6G networks: Current state, challenges and road ahead

C Fiandrino, G Attanasio, M Fiore, J Widmer - Computer Communications, 2022 - Elsevier
Abstract 6G networks are expected to face the daunting task of providing support to a set of
extremely diverse services, each more demanding than those of previous generation …

AI-based autonomous control, management, and orchestration in 5G: From standards to algorithms

D Bega, M Gramaglia, R Perez, M Fiore… - IEEE …, 2020 - ieeexplore.ieee.org
While the application of artificial intelligence (Ai) to 5G networks has raised strong interest,
standard solutions to bring Ai into 5G systems are still in their infancy and have a long way to …

Applications of explainable AI for 6G: Technical aspects, use cases, and research challenges

S Wang, MA Qureshi, L Miralles-Pechuan… - arXiv preprint arXiv …, 2021 - arxiv.org
When 5G began its commercialisation journey around 2020, the discussion on the vision of
6G also surfaced. Researchers expect 6G to have higher bandwidth, coverage, reliability …

Toward native artificial intelligence in 6G networks: System design, architectures, and paradigms

J Wu, R Li, X An, C Peng, Z Liu, J Crowcroft… - arXiv preprint arXiv …, 2021 - arxiv.org
The mobile communication system has transformed to be the fundamental infrastructure to
support digital demands from all industry sectors, and 6G is envisioned to go far beyond the …

Collaborative cross system AI: Toward 5G system and beyond

M Bagaa, T Taleb, J Riekki, JS Song - IEEE Network, 2021 - ieeexplore.ieee.org
The emerging industrial verticals set new challenges for 5G and beyond systems. Indeed,
the heterogeneity of the underlying technologies and the challenging and conflicting …

6G: Connectivity in the era of distributed intelligence

S Talwar, N Himayat, H Nikopour, F Xue… - IEEE …, 2021 - ieeexplore.ieee.org
The confluence of 5G and AI is transforming wireless networks to deliver diverse services at
the edge, driving toward a vision of pervasive distributed intelligence. Future 6G networks …

Artificial intelligence for elastic management and orchestration of 5G networks

DM Gutierrez-Estevez, M Gramaglia… - IEEE wireless …, 2019 - ieeexplore.ieee.org
The emergence of 5G enables a broad set of diversified and heterogeneous services with
complex and potentially conflicting demands. For networks to be able to satisfy those needs …

Interpreting AI for networking: Where we are and where we are going

T Zhang, H Qiu, M Mellia, Y Li, H Li… - IEEE Communications …, 2022 - ieeexplore.ieee.org
In recent years, artificial intelligence (AI) techniques have been increasingly adopted to
tackle networking problems. Although AI algorithms can deliver high-quality solutions, most …

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 …

On end-to-end intelligent automation of 6G networks

A Moubayed, A Shami, A Al-Dulaimi - Future Internet, 2022 - mdpi.com
The digital transformation of businesses and services is currently in full force, opening the
world to a new set of unique challenges and opportunities. In this context, 6G promises to be …