Ashok Kumar

Explainable AI for Adaptive Security in Regulated Environments: A Unified Framework Integrating Federated Risk-Based Authentication and Privacy-Preserving On-Premises LLM Deployment

A unified Explainable AI (XAI) security framework that synthesizes federated learning-enhanced Dynamic Risk-Based Authentication with privacy-preserving on-premises Large Language Model (LLM) deployment into a cohesive, compliance-native paradigm is proposed.