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Learned Coarse Models for Efficient Turbulence Simulation


Jan 04, 2022
Kimberly Stachenfeld, Drummond B. Fielding, Dmitrii Kochkov, Miles Cranmer, Tobias Pfaff, Jonathan Godwin, Can Cui, Shirley Ho, Peter Battaglia, Alvaro Sanchez-Gonzalez


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Learning ground states of quantum Hamiltonians with graph networks


Oct 12, 2021
Dmitrii Kochkov, Tobias Pfaff, Alvaro Sanchez-Gonzalez, Peter Battaglia, Bryan K. Clark

* 19 pages, 9 figures 

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Variational Data Assimilation with a Learned Inverse Observation Operator


Feb 22, 2021
Thomas Frerix, Dmitrii Kochkov, Jamie A. Smith, Daniel Cremers, Michael P. Brenner, Stephan Hoyer


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Machine learning accelerated computational fluid dynamics


Jan 28, 2021
Dmitrii Kochkov, Jamie A. Smith, Ayya Alieva, Qing Wang, Michael P. Brenner, Stephan Hoyer

* 13 pages, 9 figures 

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