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



Avik Pal , Alan Edelman , Christopher Rackauckas


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High-performance symbolic-numerics via multiple dispatch



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



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

* 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



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



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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A Differentiable Programming System to Bridge Machine Learning and Scientific Computing



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

* Submitted to NeurIPS 2019 

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



Alexander Amini , Berthold Horn , Alan Edelman


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