Federated continual representation learning for evolutionary distributed intrusion detection in Industrial Internet of Things
As a promising paradigm, Federated Learning (FL)-based distributed intrusion detection
offers potent protection for the network security of Industrial Internet of Things (IIoT) systems …
offers potent protection for the network security of Industrial Internet of Things (IIoT) systems …
Towards Ever-Evolution Network Threats: A Hierarchical Federated Class-Incremental Learning Approach for Network Intrusion Detection in IIoT
The rise of collaborative manufacturing, driven by the rapid proliferation of Industrial Internet
of Things (IIoT) technologies, has markedly enhanced agility and productivity in industrial …
of Things (IIoT) technologies, has markedly enhanced agility and productivity in industrial …
CFL-IDS: An Effective Clustered Federated Learning Framework for Industrial Internet of Things Intrusion Detection
Y Shan, Y Yao, X Zhou, T Zhao, B Hu… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
The Industrial Internet of Things (IIoT) offers the manufacturing sector opportunities for
transformation and upgrade but also carries significant security risks. Traditional federated …
transformation and upgrade but also carries significant security risks. Traditional federated …
Semisupervised federated-learning-based intrusion detection method for internet of things
Federated learning (FL) has become an increasingly popular solution for intrusion detection
to avoid data privacy leakage in Internet of Things (IoT) edge devices. Existing FL-based …
to avoid data privacy leakage in Internet of Things (IoT) edge devices. Existing FL-based …
Heterogeneous Data-Aware Federated Learning for Intrusion Detection Systems via Meta-sampling in Artificial Intelligence of Things
Intrusion detection systems (IDSs) integrated with machine learning (ML) techniques have
proven to be effective defenses against the increasing cybersecurity attacks in the Artificial …
proven to be effective defenses against the increasing cybersecurity attacks in the Artificial …
Federated deep learning for intrusion detection in Consumer-Centric Internet of Things
Consumer-centric Internet of Things (CIoT) will play a pivotal role in the fifth industrial
revolution (Industry 5.0) but it exhibits vulnerabilities that can render it susceptible to various …
revolution (Industry 5.0) but it exhibits vulnerabilities that can render it susceptible to various …
A semi-supervised federated learning scheme via knowledge distillation for intrusion detection
Federated learning (FL) has become an increasingly popular solution for intrusion detection
to avoid data privacy leakage in Internet of Things (IoT) edge devices. However, most of the …
to avoid data privacy leakage in Internet of Things (IoT) edge devices. However, most of the …
Effective Intrusion Detection in Heterogeneous Internet-of-Things Networks via Ensemble Knowledge Distillation-based Federated Learning
With the rapid development of low-cost consumer electronics and cloud computing, Internet-
of-Things (IoT) devices are widely adopted for supporting next-generation distributed …
of-Things (IoT) devices are widely adopted for supporting next-generation distributed …
[HTML][HTML] Clustered federated learning architecture for network anomaly detection in large scale heterogeneous IoT networks
There is a growing trend of cyberattacks against Internet of Things (IoT) devices; moreover,
the sophistication and motivation of those attacks is increasing. The vast scale of IoT, diverse …
the sophistication and motivation of those attacks is increasing. The vast scale of IoT, diverse …
Federated learning-based network intrusion detection with a feature selection approach
Y Qin, M Kondo - 2021 International conference on electrical …, 2021 - ieeexplore.ieee.org
With the increase and diversity of network attacks, machine learning has shown its efficiency
in realizing intrusion detection. Federated Learning (FL) has been proposed as a new …
in realizing intrusion detection. Federated Learning (FL) has been proposed as a new …