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Teichert, G. H., A. R. Natarajan, A. Van der Ven, and K. Garikipati. "Machine learning materials physics: Integrable deep neural networks enable scale bridging by learning free energy functions." Computer Methods in Applied Mechanics and Engineering 353, no. 15 (2019).
Teichert, G. H., A. R. Natarajan, A. Van der Ven, and K. Garikipati. "Scale bridging materials physics: Active learning workflows and integrable deep neural networks for free energy function representations in alloys." Computer Methods in Applied Mechanics and Engineering 371 (2020).