Huei-Wen Ferng

PTFTL: Personalized Transformer-Based Federated Transfer Learning With Projection Layer for Malware Detection in Edge--IoT Networks

The increasing deployment of Edge–Internet of Things (IoT) networks intensifies the need for robust and privacy-preserving malware detection solutions. However, such environments are characterized by highly heterogeneous and nonindependent and identically distributed (non-IID) data distributions, limited computational...