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

Author

Yongsheng Chen

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Review Open access Aug 2026

Machine Learning for Magnetite Nanoparticles Contaminant Adsorption under Uncertainty: Revealing Data Quality Limits

Despite the rapid adoption of machine learning (ML) in materials discovery, its application to water contaminant adsorption remains fundamentally constrained. In this study, we systematically evaluated whether current peer-reviewed literature on magnetite nanoparticle (MNPs) adsorbents contains sufficient descriptor...

A. I. Yunus, Jacob Song, Samuel Darko et al. · 0 citations
Open access Jul 2026

Machine Learning–Driven Discovery of Sustainable Ionic Liquids for CO2 Capture from Large Chemical Spaces

Ionic liquids (ILs) represent one of the most promising and versatile solvent families for CO2 capture due to their structural tunability and low volatility. However, the sheer scale and complexity of the IL chemical design space make the discovery of high-performance candidates extraordinarily challenging. In this wor...

Yushan Chen, Yongsheng Chen · 0 citations

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