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

Author

Ghulam Mustafa

h-index 11 View on Semantic Scholar

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Aug 2026

A resource and deadline-aware dynamic load balancing scheduler for cloud jobs

The experimental results demonstrate that DBS consistently outperforms state-of-the-art algorithms in terms of multiple performance metrics and confirm that the proposed scheduler effectively enhances deadline compliance, workload balance, scalability, and overall cloud system performance under heterogeneous and high-load conditions.

Muhammad, Yasir Noman Khalid, Ahmad Alshamayleh et al. · 0 citations
Open access Aug 2026

An ontology-guided knowledge graph and retrieval-augmented LLM framework for interpretable mental health assessment

An ontology-guided framework that integrates a Knowledge Graph, an Ontology-Informed Retrieval Classifier, and a Large Language Model for interpretable mental health detection from social media text demonstrates that the KG–ORC cross-validation gate measurably improves predictive reliability over single component baselines, and that ontology-guided, knowledge-grounded reasoning offers a principled path toward interpretable and knowledge-consistent mental health analysis from social media.

Amina Tahir, Ghulam Mustafa, Muhammad Tanvir Afzal et al. · 0 citations

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