Open access
Jul 2026
FET-FIDS: a federated enhanced transformer-based framework for privacy-preserving network intrusion detection.
It is demonstrated that the proposed method is more effective, in terms of the detection, stability, and convergence behavior, than the existing centralized and federated IDS models, and can effectively deal with non-IID data distribution and the extensibility of the approach to different types of distributed network environment.
Jothi Prabha Appadurai, Revoori Swetha, V. Srinivas et al.
· Scientific Reports · 1 citation