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

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Abdulsalam Alkholidi

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Open access Jul 2026

SEAF-FL-MLP: Audited Federated Edge-AI Anomaly Detection with Client Heterogeneity and Shortcut-Sensitivity Analysis

The results position SEAF-FL-MLP as a compact, communication-efficient, and reproducible federated edge-AI baseline while emphasizing the necessity of transparent client-level, fairness, and shortcut-robustness analysis.

Hussein Azzan, Abdulsalam Alkholidi · 0 citations

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