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MLExchange: A web-based platform enabling exchangeable machine learning workflows


Aug 23, 2022
Zhuowen Zhao, Tanny Chavez, Elizabeth Holman, Guanhua Hao, Adam Green, Harinarayan Krishnan, Dylan McReynolds, Ronald Pandolfi, Eric J. Roberts, Petrus H. Zwart, Howard Yanxon, Nicholas Schwarz, Subramanian Sankaranarayanan, Sergei V. Kalinin, Apurva Mehta, Stuart Campbel, Alexander Hexemer

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* Submitting to The Int'l Conference for High Performance Computing, Networking, Storage, and Analysis; revised the title 

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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

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* 30 pages and 13 figures in PDF including Methods section 

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