Ramirez, C.Y. 2026. Risk-Aware Federated Cyber Defense for Cloud–Edge Systems Through Privacy, Network Resilience, and Accountable Response. The Eastasouth Journal of Information System and Computer Science. 4, 02 (Oct. 2026), 1–18. DOI:https://doi.org/10.58812/esiscs.v4i02.1267.