arxivcs.LGcs.CR2026-07-06
F-ACVAE: A Federated Adaptive Conditional Variational Auto-Encoder for Privacy-Preserving Intrusion Detection in IoT Networks
Mohammad Ansarimehr, Somayeh Changiz, Ehsan Baghishani, Ali Mousavi
The rapid proliferation of Internet of things (IoT) devices has significantly expanded the cyber-attack surface, necessitating robust and privacy-preserving intrusion detection systems (IDS). However, centralized learning approaches often suffer from severe performance degradatio…