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

Author

W. Obidallah

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2 papers indexed here

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Aug 2026

WRO-water: A hydrology-guided multi-head attention transformer for runoff prediction and water quality early warning.

Predicting runoff and providing water quality early warnings becomes critical for timely monitoring of water resources. In particular, it needs to be robust under varying rainfall conditions, sensor noise and catchment conditions. We propose WRO-Water system, a hydrology-guided multi-head attention Transformer with mas...

Qaisar Abbas, R. Almakki, Mubarak Albathan et al. · 0 citations
#software testing Review Open access Sep 2026

Toward Agentic TestOps: A Systematic Literature Review and Autonomy Taxonomy for AI-Driven Testing in DevOps

A four-level autonomy taxonomy for AI-driven testing is introduced and the architectural, operational, and governance conditions required for future Agentic TestOps systems are outlined, understood as goal-driven and self-adaptive testing systems operating across delivery pipelines.

Hanae Hanim, C. Baidada, Mohamed Hanine et al. · 0 citations

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