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Mourad Zaied

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Review Open access Jul 2026

From Black Box to Clarity: A Systematic Review of Explainability Methods in Deep Convolutional Neural Networks

Deep neural networks (DNNs) have significantly advanced machine perception and reasoning; however, their lack of transparency in decision-making continues to pose a major challenge, particularly in high-stakes domains such as healthcare, finance, and law. This is especially concerning with the black-box nature of convo...

Zina Tayari, Mourad Zaied · 0 citations

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