Trust-Aware Federated Learning with Differential Privacy for Secure AIoT in Critical Infrastructures

Kadiyala, Ramana and Narayana, C. V. Lakshmi and Ramu, S. China and Putta, Narsaiah and Pabboju, Shyam Sunder and Reddy, B. Ramana (2025) Trust-Aware Federated Learning with Differential Privacy for Secure AIoT in Critical Infrastructures. EAI Endorsed Transactions on Internet of Things.

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Abstract

Federated learning offers a scalable solution for distributed intelligence in Artificial Intelligence of Things (AIoT) systems, yet privacy leakage, adversarial attacks, and system heterogeneity remain persistent challenges in critical infrastructures such as smart cities, agriculture, and forestry.

Item Type: Article
Date Deposited: 04 Mar 2026 20:22
Last Modified: 10 Apr 2026 17:42
URI: http://eprints.eai.eu/id/eprint/60389

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