DOI: 10.1039/d3dd00082f ISSN:

Interpretable models for extrapolation in scientific machine learning

Eric S. Muckley, James E. Saal, Bryce Meredig, Christopher S. Roper, John H. Martin

On average, simple linear models perform equivalently to black box machine learning models on extrapolation tasks.

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