1 citations · 1 across the 1 of their papers we have counts for
2 papers
cond-mat.mtrl-sci2025
Learning simple heuristic rules for classifying materials based on chemical composition
Andrew Ma, Marin Soljačić
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★ 1 cited
Predicting band gap from chemical composition: A simple learned model for a material property with atypical statistics
Andrew Ma, Owen Dugan, Marin Soljačić
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…