Federated Learning Framework Based on Distributed Storage and Diffusion Model for Intrusion Detection on IoT Networks

Federated Learning Framework Based on Distributed Storage and Diffusion Model for Intrusion Detection on IoT Networks

The integration of Internet of Things (IoT) devices into smart environments has become increasingly prevalent, resulting in the collection of valuable user and service data. However, effectively utilizing this data often requires its aggregation on a central server to train algorithms capable of ide...

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Bibliographic Details
Main Authors: Ricardo Manzano, Marzia Zaman, Darshana Upadhyay, Nishith Goel, Srinivas Sampalli
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Federated learning
peer to peer network
intrusion detection
BoT-IoT dataset
diffusion for data augmentation
distributed storage
Online Access:https://ieeexplore.ieee.org/document/10979891/
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