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12/16/2022
Interpretable models for extrapolation in scientific machine learning
Data-driven models are central to scientific discovery. In efforts to ac...
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11/25/2019
Machine-learned metrics for predicting the likelihood of success in materials discovery
Materials discovery is often compared to the challenge of finding a need...
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11/25/2019
Machine-learned metrics for predicting thelikelihood of success in materials discovery
Materials discovery is often compared to the challenge of finding a need...
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11/02/2017
Overcoming data scarcity with transfer learning
Despite increasing focus on data publication and discovery in materials ...
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11/01/2017
Building Data-driven Models with Microstructural Images: Generalization and Interpretability
As data-driven methods rise in popularity in materials science applicati...
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04/21/2017