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Mahtab Sarvmaili

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#artificial intelligence Preprint Oct 2026

MPGE: A Multi-Perspective Graph Explainer for Molecular Classification Explanation

Graph neural networks (GNNs) predict molecular properties from chemical graph data, but predictive accuracy does not explain how graph information supports an individual decision. A compact prediction-preserving rationale does not necessarily reveal which changes reverse the decision or which modifications the model to...

Mahtab Sarvmaili · 0 citations
#machine learning Review Open access Sep 2026

Machine Learning in Fish Farming

This chapter explores how machine learning (ML) is transforming aquaculture, with a particular focus on enhancing decision-making processes and improving operational efficiency. The chapter is structured to first introduce the challenges in aquaculture and the role of AI and then provide an overview of ML techniques in...

Fearghal O'Donncha, Nikos Papandroulakis, Jennie Korus et al. · 0 citations

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