Vivekkumar Prasad

Federated and Distributed Learning for Secure and Explainable Cyber Defense

This chapter examines federated and distributed learning as a foundation for secure, explainable cyber defense. Centralized AI models create privacy risks, single points of failure, and opaque decisions that resist interpretation. The authors combine federated learning with explainable AI techniques, including SHAP, LI...