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Gilbert Aimufua

2 papers indexed

openalexZenodo (CERN European Organization for Nuclear Research)2026-07-26

Detection Depth and Distributed Trust in AI-Based IoT Intrusion Detection: A Systematic Analysis

Gilbert Aimufua, Hashim Abdul Isah

Blockchain-integrated deep learning intrusion detection systems for the Internet of Things have attracted growing research attention, yet the relationship between detection depth and blockchain trust scope in these architectures has not been examined systematically. This analysis…

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openalexZenodo (CERN European Organization for Nuclear Research)2026-07-26

AI-Driven Intrusion Detection for the Internet of Things: A Scoping Review of Federated Learning, Privacy-Preserving Architectures, and Edge Deployability

Gilbert Aimufua, Godwin Agbonkhese

Federated learning has emerged as the dominant architectural response to the privacy and communication constraints of centralised intrusion detection in Internet of Things environments, yet the field lacks a synthesis that maps the concurrent state of architecture diversity, priv…

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