IDS for industrial applications: A federated learning approach with active personalization

V Kelli, V Argyriou, T Lagkas, G Fragulis, E Grigoriou… - Sensors, 2021 - mdpi.com
Internet of Things (IoT) is a concept adopted in nearly every aspect of human life, leading to
an explosive utilization of intelligent devices. Notably, such solutions are especially …

Semi-federated learning: An integrated framework for pervasive intelligence in 6G networks

J Zheng, W Ni, H Tian, D Gündüz… - IEEE INFOCOM 2022 …, 2022 - ieeexplore.ieee.org
In cellular-based federated learning (FL), the base station (BS) is only used to aggregate
parameters, which incurs a waste of computing resources at the BS. In this paper, a novel …

Data-Similarity Based Integrated Federated and Centralized Learning for 6G Communications

D Lin, Y Liu, J Yang, B Zheng, F Chen… - 2023 International …, 2023 - ieeexplore.ieee.org
It is commonly believed that 6G will be established on ubiquitous artificial intelligence (AI).
Federated learning is recognized as one of the vital solutions for 6G intelligent applications …