Neuro-symbolic explainable artificial intelligence twin for zero-touch IoE in wireless network

MS Munir, KT Kim, A Adhikary, W Saad… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Explainable artificial intelligence (XAI) twin systems will be a fundamental enabler of zero-
touch network and service management (ZSM) for sixth-generation (6G) wireless networks …

AI-driven zero touch network and service management in 5G and beyond: Challenges and research directions

C Benzaid, T Taleb - Ieee Network, 2020 - ieeexplore.ieee.org
The foreseen complexity in operating and managing 5G and beyond networks has propelled
the trend toward closed-loop automation of network and service management operations. To …

[HTML][HTML] A survey on Zero touch network and Service Management (ZSM) for 5G and beyond networks

M Liyanage, QV Pham, K Dev, S Bhattacharya… - Journal of Network and …, 2022 - Elsevier
Faced with the rapid increase in smart Internet-of-Things (IoT) devices and the high demand
for new business-oriented services in the fifth-generation (5G) and beyond network, the …

A trust and explainable federated deep learning framework in zero touch b5g networks

SB Saad, B Brik, A Ksentini - GLOBECOM 2022-2022 IEEE …, 2022 - ieeexplore.ieee.org
The emergent Zero touch Service and Management (ZSM) paradigm aims to automate the
orchestration and management of running network slices, in Beyond 5G networks (B5G) …

Explainable artificial intelligence (xai) for internet of things: a survey

I Kök, FY Okay, Ö Muyanlı… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Artificial intelligence (AI) and machine learning (ML) are widely employed to make the
solutions more accurate and autonomous in many smart and intelligent applications in the …

[HTML][HTML] Digital twins-enabled zero touch network: A smart contract and explainable AI integrated cybersecurity framework

R Kumar, A Aljuhani, D Javeed, P Kumar… - Future Generation …, 2024 - Elsevier
Data-driven modeling using Artificial Intelligence (AI) is envisioned as a key enabling
technology for Zero Touch Network (ZTN) management. Specifically, AI has shown huge …

[HTML][HTML] Machine learning-based zero-touch network and service management: A survey

J Gallego-Madrid, R Sanchez-Iborra, PM Ruiz… - Digital Communications …, 2022 - Elsevier
The exponential growth of mobile applications and services during the last years has
challenged the existing network infrastructures. Consequently, the arrival of multiple …

Zero touch realization of pervasive artificial intelligence as a service in 6G networks

E Baccour, MS Allahham, A Erbad… - IEEE …, 2023 - ieeexplore.ieee.org
The vision of the upcoming 6G technologies, characterized by ultra-dense networks, low
latency, and fast data rate, is to support pervasive artificial intelligence (PAI) using zero …

Explainable AI over the Internet of Things (IoT): Overview, state-of-the-art and future directions

SK Jagatheesaperumal, QV Pham… - IEEE Open Journal …, 2022 - ieeexplore.ieee.org
Explainable Artificial Intelligence (XAI) is transforming the field of Artificial Intelligence (AI) by
enhancing the trust of end-users in machines. As the number of connected devices keeps on …

Qoe-guaranteed distributed offloading decision via partially observable deep reinforcement learning for edge-enabled internet of things

J Hou, Y Wu, J Cai, Z Zhou - Neural Computing and Applications, 2023 - Springer
In edge-enabled Internet of Things (IoT), Quality of Experience (QoE)-guaranteed offloading
decision is to decide which IoT tasks can be offloaded to edge servers with QoE guarantee …