[HTML][HTML] MEMENTO: A novel approach for class incremental learning of encrypted traffic

F Cerasuolo, A Nascita, G Bovenzi, G Aceto… - Computer Networks, 2024 - Elsevier
In the ever-changing digital environment, ensuring the ongoing effectiveness of traffic
analysis and security measures is crucial. Therefore, Class Incremental Learning (CIL) in …

Federated continual representation learning for evolutionary distributed intrusion detection in Industrial Internet of Things

Z Zhang, Y Zhang, H Li, S Liu, W Chen, Z Zhang… - … Applications of Artificial …, 2024 - Elsevier
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 …

Towards Ever-Evolution Network Threats: A Hierarchical Federated Class-Incremental Learning Approach for Network Intrusion Detection in IIoT

J Mao, Z Wei, B Li, R Zhang… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
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 …

CuMONITOR: Continuous Monitoring of Microarchitecture for Software Task Identification and Classification

TJ Langehaug, SR Graham - Digital Threats: Research and Practice - dl.acm.org
The interactions between software and hardware are increasingly important to computer
system security. This research collected microprocessor control signal sequences to …