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6. Privacy-Preserving Federated Learning

  • The Concept: Training global cyber-threat intelligence models across enterprises without sharing underlying raw data.

  • The Tech Blend: Edge nodes train neural networks on sensitive local traffic patterns, transmitting only encrypted gradient updates to a central coordinator using homomorphic encryption and secure multi-party computation (SMPC).

7. AI-Driven Polymorphic Malware & Defensive Deception

  • The Concept: Threat actors writing adaptive code paired against dynamic defensive environments.

  • The Tech Blend: Malware utilizes embedded lightweight LL

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