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Maryam Alkanhal

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Review Open access Sep 2026

Evaluating Explainable Artificial Intelligence in EEG-Based Deception Detection

A systematic review of EEG-based deception detection with a focus on how machine learning and deep learning methods are currently applied and to what extent XAI methods are integrated into these pipelines suggests a growing reliance on deep learning architectures but a limited and unsystematic use of XAI.

Mashael S. Aldayel, Maryam Alkanhal, Abeer Al-Nafjan · 0 citations

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