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Author

Hasnain Ali

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Open access Sep 2026

Topology-Guided Multi-Level Graph Learning: A Unified Framework for Molecular Property Prediction

Accurate molecular property prediction underpins progress in drug discovery, medicinal chemistry, and molecular design and depends critically on the quality of the learned molecular representations. While Graph Neural Networks (GNNs) and Graph Transformers have advanced this field considerably, most existing approaches...

Hasnain Ali, Momina Arshad, M. Iqbal et al. · 0 citations
Review Open access Sep 2026

Artificial intelligence in mental health: A narrative review of applications, benefits, and ethical challenges

The review found that AI tools—for example, selfreferral chatbots that reduced waiting times and increased treatment uptake—provide expanded 24/7 access, improved clinical efficiency, and potential for individualised personalisation, while Predictive models showed promise for treatment selection and risk stratification...

Shizal Nawaz, Laiba Nawaz, Hasnain Ali et al. · 0 citations

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