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aronwalsh authored Jan 4, 2024
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* "What information is necessary and sufficient to predict materials properties using machine learning?" [arXiv (2022)](https://arxiv.org/abs/2206.04968)

# 2024
0. "Open computational materials science" [Nature Materials (2024)](https://www.nature.com/articles/s41563-023-01699-7)
0. "Accelerated chemical science with AI" [Digital Discovery (2024)](https://pubs.rsc.org/en/Content/ArticleLanding/2024/DD/D3DD00213F)
# 2023
0. "Low-cost vibrational free energies in solid solutions with machine learning force fields" [Journal of Physical Chemistry Letters (2023)](https://pubs.acs.org/doi/10.1021/acs.jpclett.3c03083)
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