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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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ACED: Accelerated Computational Electrochemical systems Discovery


Nov 10, 2020
Rachel C. Kurchin, Eric Muckley, Lance Kavalsky, Vinay Hegde, Dhairya Gandhi, Xiaoyu Sun, Matthew Johnson, Alan Edelman, James Saal, Christopher Vincent Rackauckas, Bryce Meredig, Viral Shah, Venkatasubramanian Viswanathan

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* 4 pages, 1 figure, accepted to NeurIPS Climate Change and AI Workshop 2020 updating because one author's email was missing 

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Accelerating Simulation of Stiff Nonlinear Systems using Continuous-Time Echo State Networks


Oct 19, 2020
Ranjan Anantharaman, Yingbo Ma, Shashi Gowda, Chris Laughman, Viral Shah, Alan Edelman, Chris 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

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

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A Differentiable Programming System to Bridge Machine Learning and Scientific Computing


Jul 18, 2019
Mike Innes, Alan Edelman, Keno Fischer, Chris Rackauckas, Elliot Saba, Viral B Shah, Will Tebbutt

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* Submitted to NeurIPS 2019 

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Accelerated Convolutions for Efficient Multi-Scale Time to Contact Computation in Julia


Dec 28, 2016
Alexander Amini, Berthold Horn, Alan Edelman

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