Zhendong Wang

Personalized open-set intrusion detection with dynamic class discovery for heterogeneous Internet of Things

In Internet of Things(IoT) environments, most intrusion detection systems are trained under a static closed-set assumption, where attack categories are predefined, and the model is deployed without mechanisms for continuous adaptation. However, severe device heterogeneity and rapidly evolving attacks undermine this ass...