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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Muhammad Hafeez Ullah Khan

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Review Open access Jul 2026

Explainable Artificial Intelligence for Genomic Prediction in Plants: A Critical Review of Methods, Biological Insights, and Practical Challenges

Overall, XAI should be considered a framework for model interpretation, feature prioritization, and hypothesis generation rather than a replacement for experimental validation in plant genomics and breeding, and the common misconception that feature importance implies biological causality is emphasized.

Agata Głuchowska, Muhammad Hafeez Ullah Khan, M. Pawełkowicz · 1 citation
Review Open access Aug 2026

Promoter-Level Regulation of Melatonin Biosynthesis in Plant Stress Responses: A Framework for Climate-Resilient Crop Improvement.

This review examines melatonin biosynthesis and function from a promoter-centered perspective, focusing on how stress-associated signals may regulate the core biosynthetic genes TDC, T5H, SNAT, and ASMT/COMT across tissues and stress contexts.

Muhammad Hafeez Ullah Khan, Ali Muhammad, Li-Jie Li et al. · 1 citation

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