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Open access
Aug 2026
This review critically analyzes recent studies on ML-assisted photocatalytic wastewater treatment, covering supervised learning, ensemble learning, deep learning, and hybrid optimization approaches for predicting degradation efficiency, reaction kinetics, and catalyst performance.
Mai M. A. Hassan Shanab, Taoheed Abiodun Yusuf, Abdullah M. Aldawsari et al.
· Catalysts · 0 citations
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Review
Open access
Jul 2026
This review includes a systematic synthesis of the studies on self-evolving cyber defense with a focus on the merging of artificial intelligence, autonomy, and adversarial learning, as well as autonomous defense systems enabled by reinforcement learning and multi-agent systems.
Babatunde AbdulAzeez Alli, Taoheed Abiodun Yusuf, Jefferson Ederhion et al.
· Journal of Computer Virology... · 0 citations
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