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Toward Resilient AI Systems: Adaptive Cyber Defense and Privacy-Preserving Intelligence at Scale

Keynote Speaker
Name
Harish Janardhanan
Designation
Software Development Manger
Affiliation
Fareportal, NYC, USA

Abstract

Dependable AI requires security, privacy, scalability, and sustainability. This talk presents three research pillars: adaptive cybersecurity, federated learning for privacy-preserving edge intelligence, and hierarchical RL for autonomous systems. This talk presents a unified framework combining Hierarchical RL for coordination, RAG for knowledge retrieval, and MCP for tool execution. Drawing on IEEE research, this provides practical guidance for building dependable, cost-effective AI systems across various industries.

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