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

Author

Akam Aziz

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Review Open access Aug 2026

TrustPhish-AI: Safety-Gated Source-Aware Evaluation of Three-Class Phishing Detection Under Email-to-SMS Shift

Source shift can make phishing detectors appear stronger while concealing unsafe class-specific errors. This study evaluated a three-class workflow (Legitimate, Suspicious, and Phishing) using source-aware governance, controlled augmentation, family-disjoint diagnostics, and pre-specified safety gates. The frozen train...

Akam Aziz, Umran Abdullah Haje · 0 citations

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