Author

Adel Alhowyan

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Open access Jul 2026

Domain-generalized representation learning for cross-chemical-family toxicity prediction

This paper looks at the problem of toxicity prediction under the structural distribution shift and checks if representation-level invariance can contribute to better cross-family generalization and suggests that robust in silico predictive toxicology can be achieved through domain-aware validation and invariant represe...

Wael A. Mahdi, Adel Alhowyan, A. Obaidullah · Scientific Reports · 0 citations

#artificial intelligence Open access Sep 2026

Thermodynamic–molecular interdependencies and causal determinants governing pharmaceutical solubility in SC-CO2 systems

An integrated interpretable artificial intelligence framework for modeling drug solubility in SC-CO₂ is proposed by combining high-performance gradient boosting algorithms, explainable machine learning, Bayesian optimization, and causal inference.

Wael A. Mahdi, Adel Alhowyan, A. Obaidullah · Scientific Reports · 0 citations