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I. Samuel

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Conference Open access 2026

An Attention-Based TabNet Framework for Fault Detection and Diagnosis in HVAC Systems with Limited Labeled Data

An enhanced TabNet-based semi-supervised framework for multi-class HVAC fault detection, incorporating rigorous pseudo-label generation via Label Propagation, cost-sensitive learning for imbalanced classes, and hybrid feature engineering is introduced.

I. Samuel, B. Stephen, S. Ozuomba et al. · 0 citations
Conference Open access 2026

Epistemic Responsibility in AI-Enabled Societies: Ethics and Policy in the Era of Information Warfare

By combining a formalized measure of epistemic integrity – via the Epistemic Integrity Index (EII) – with this normative framework, the paper bridges philosophy, ethics, and policy, offering a new model for understanding and regulating AI’s role in the epistemic dimension of modern conflict.

Abasianie Samuel Etuk, B. Stephen, Emmanuel Udoh et al. · 0 citations

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