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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Arman Rasool Faridi

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Review Open access Aug 2026

Explanation audits reveal silent failures of machine learning models under distribution shift

These results support a scoped monitoring strategy for similar tabular settings: confidence-derived scores are effective for pointwise screening, whereas group-aware explanation audits provide complementary evidence about stable but incorrect feature reliance.

Faraz Masood, Sehba Masood, Arman Rasool Faridi et al. · 0 citations

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