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Article History

Received: 12 March 2025

Accepted: 19 August 2025

First Online: 24 September 2025

Declarations

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: We acknowledge the ethical implications of deploying deep learning models in real-world IoT environments. While this work is intended solely for research and beneficial applications, we recognize the possibility of both intentional and unintentional misuse of the proposed model. Potential risks include privacy breaches due to data collection, unintended use in surveillance contexts, and vulnerabilities to adversarial attacks. To address these concerns, we recommend adopting privacy-preserving techniques, strict access control measures, and thorough robustness evaluations prior to deployment. Additionally, ensuring fairness and transparency through regular audits and explainability methods is crucial for responsible and trustworthy implementation in sensitive IoT applications.

: Not applicable.

: The authors declare no Conflict of interest.