Author

Cihan Tunc

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Jul 2026

Federated Lightweight Intrusion Detection in Drone Swarms with Knowledge Distillation

A lightweight FL-based IDS tailored for drone swarm networks using deep neural networks (DNN) enhanced with knowledge distillation (KD) to reduce model complexity and communication costs without sacrificing detection performance.

Fawaz J. Alruwaili, Cihan Tunc · arXiv.org · 0 citations

Jul 2026

Federated Learning and LLM-Driven Threat Intelligence for Zero Trust IoT Architecture

A Federated Learning and LLM-Driven Threat Intelligence for Zero Trust IoT Architecture is presented, with FL for anomaly detection integrating privacy-preserving distributed learning, continuous identity verification, and LLM-driven autonomous threat response into a unified pipeline.

Amal Alshehri, Cihan Tunc · arXiv.org · 0 citations