2025. Federated Learning for Distributed Network Security and Threat Intelligence: A Privacy-Preserving Paradigm for Scalable Cyber Defense. Journal of Data Analysis and Critical Management. 1, 02 (Apr. 2025). DOI:https://doi.org/10.64235/ph519x51.