Article History
Received: 23 April 2026
Accepted: 16 June 2026
First Online: 17 August 2026
Declarations
Ethics: Not applicable. This study does not involve human participants, animals, clinical trials, or personally identifiable data. The research is based on publicly available cybersecurity datasets and simulated experimental environments.
Conflict of interest: The authors declare no competing interests.