Enhanced IoT security: privacy-preserving federated learning model for accurate, real-time intrusion detection across devices

Federated learning (FL) has been proposed as an effective solution in the context of intrusion detection in IoT networks, where models can be trained collaboratively with the security of raw data protection. In this paper we present a privacy-preserving FL framework based on light weight neural netw...

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Номзүйн дэлгэрэнгүй

Үндсэн зохиолчид:	A. Puviarasu, Sudha V K
Формат:	Artigo
Хэл сонгох:	Inglês
Хэвлэсэн:	Elsevier 2026-01-01
Цуврал:	Ain Shams Engineering Journal
Нөхцлүүд:	Federated learning IoT networks Intrusion detection Privacy preservation Differential privacy Homomorphic encryption
Онлайн хандалт:	http://www.sciencedirect.com/science/article/pii/S2090447925006070
Шошгууд:	Шошго нэмэх Шошго байхгүй, Энэхүү баримтыг шошголох эхний хүн болох!