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Author

Leila Azouz Saidane

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Aug 2026

BELS-IoT: A Blockchain-Integrated Ensemble Learning Framework for Secure and Trustworthy IoT Device Protection

BELS-IoT is proposed, a novel decentralized protection architecture that integrates a cryptocurrency-based blockchain layer with a multi-layer ensemble learning engine that rewards honest behavior and penalizes malicious activities while maintaining privacy through federated learning with blockchain-verified reputation scores.

Anwar Kalghoum, Leila Azouz Saidane · 0 citations