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Physics in the Machine: Integrating Physical Knowledge in Autonomous Phase-Mapping

Nov 15, 2021
A. Gilad Kusne, Austin McDannald, Brian DeCost, Corey Oses, Cormac Toher, Stefano Curtarolo, Apurva Mehta, Ichiro Takeuchi

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On-the-fly Closed-loop Autonomous Materials Discovery via Bayesian Active Learning

Jun 11, 2020
A. Gilad Kusne, Heshan Yu, Changming Wu, Huairuo Zhang, Jason Hattrick-Simpers, Brian DeCost, Suchismita Sarker, Corey Oses, Cormac Toher, Stefano Curtarolo, Albert V. Davydov, Ritesh Agarwal, Leonid A. Bendersky, Mo Li, Apurva Mehta, Ichiro Takeuchi

* 30 pages and 13 figures in PDF including Methods section 

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Building Data-driven Models with Microstructural Images: Generalization and Interpretability

Nov 01, 2017
Julia Ling, Maxwell Hutchinson, Erin Antono, Brian DeCost, Elizabeth A. Holm, Bryce Meredig

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