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From the 1 of 13 linked papers with an AI index.
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cond-mat.mtrl-sci2025
Learning simple heuristic rules for classifying materials based on chemical composition
Andrew Ma, Marin SoljaÄiÄ
In the past decade, there has been a significant interest in the use of machine learning approaches in materials science research. Conventional deep learning approaches that rely o…
cond-mat.mtrl-sci2025
Predicting band gap from chemical composition: A simple learned model for a material property with atypical statistics
Andrew Ma, Owen Dugan, Marin SoljaÄiÄ
In solid-state materials science, substantial efforts have been devoted to the calculation and modeling of the electronic band gap. While a wide range of ab initio methods and mach…