Publications

Peer-reviewed articles and preprints in AI for chemistry and materials science.

Graphical abstract — AsymBench Journal of Cheminformatics · 2026

Benchmarking Molecular Representations and Machine Learning Algorithms for Asymmetric Catalysis: A Palladium-Catalysed Decarboxylative Asymmetric Allylic Alkylation Case Study

Eduardo Aguilar-Bejarano, Declan Galvin, David M. Rogers, Ender Özcan, Simon Woodward,* Patrick J. Guiry,* Grazziela Figueredo*

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Graphical abstract — LpidLNPQuantification ChemRxiv Preprint · 2026

Quantitative Cryogenic Orbitrap Secondary Ion Mass Spectrometry for Structural Characterization of Lipid Nanoparticles

Joseph W. Roberts, Anna Kotowska, Eduardo Aguilar-Bejarano, Evan Collins, Jacob Witten, Alexandra Howard, Andrew Hook, David A. Winkler, Karen Alvey, Grazziela Figueredo, David J. Scurr, Daniel G. Anderson, Morgan R. Alexander*

ML model — with the MIT Anderson Lab.

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Graphical abstract — Helix 1.0 Cell Patterns · 2026

Helix 1.0: An Open-Source Framework for Reproducible and Interpretable Machine Learning on Tabular Scientific Data

Eduardo Aguilar-Bejarano, Daniel Lea, Karthikeyan Sivakumar, Jimiama M. Mase, Reza Omidvar, Ruizhe Li, Troy Kettle, James Mitchell-White, Morgan R. Alexander, David A. Winkler, Grazziela Figueredo*

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Graphical abstract — Interstitial Alloys Physical Chemistry Chemical Physics · 2025

Explainable GNN-Derived Structure–Property Relationships in Interstitial-Alloy Materials

Eduardo Aguilar-Bejarano, Luis Arrieta, Mauricio Gutiérrez, Ender Özcan, Simon Woodward, Grazziela Figueredo,* J. Ignacio Borge*

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Graphical abstract — HCat-GNet iScience (Cell Press) · 2025

Homogeneous Catalyst Graph Neural Network: A Human-Interpretable GNN Tool for Ligand Optimization in Asymmetric Catalysis

Eduardo Aguilar-Bejarano, Ender Özcan, Raja K. Rit, Hongyi Li, Hon Wai Lam, Jonathan C. Moore, Simon Woodward,* Grazziela Figueredo*

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Graphical abstract — Data Curation Molecules (MDPI) · 2025

Data Checking of Asymmetric Catalysis Literature Using a Graph Neural Network Approach

Eduardo Aguilar-Bejarano, Viraj Deorukhkar, Simon Woodward*

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