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Mixing Implicit and Explicit Deep Learning with Skip DEQs and Infinite Time Neural ODEs (Continuous DEQs)


Feb 04, 2022
Avik Pal, Alan Edelman, Christopher Rackauckas


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High-performance symbolic-numerics via multiple dispatch


May 12, 2021
Shashi Gowda, Yingbo Ma, Alessandro Cheli, Maja Gwozdz, Viral B. Shah, Alan Edelman, Christopher Rackauckas


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Opening the Blackbox: Accelerating Neural Differential Equations by Regularizing Internal Solver Heuristics


May 09, 2021
Avik Pal, Yingbo Ma, Viral Shah, Christopher Rackauckas

* Proceedings of the 38 th International Conference on Machine Learning, 2021 

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Stiff Neural Ordinary Differential Equations


Mar 29, 2021
Suyong Kim, Weiqi Ji, Sili Deng, Christopher Rackauckas


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Signal Enhancement for Magnetic Navigation Challenge Problem


Jul 23, 2020
Albert R. Gnadt, Joseph Belarge, Aaron Canciani, Lauren Conger, Joseph Curro, Alan Edelman, Peter Morales, Michael F. O'Keeffe, Jonathan Taylor, Christopher Rackauckas

* 21 pages, 4 figures. See https://github.com/MIT-AI-Accelerator/MagNav.jl for accompanying data and code 

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Universal Differential Equations for Scientific Machine Learning


Jan 13, 2020
Christopher Rackauckas, Yingbo Ma, Julius Martensen, Collin Warner, Kirill Zubov, Rohit Supekar, Dominic Skinner, Ali Ramadhan

* 3 figures and 2 supplemental figures, 6 pages 

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