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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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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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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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DiffEqFlux.jl - A Julia Library for Neural Differential Equations


Feb 06, 2019
Chris Rackauckas, Mike Innes, Yingbo Ma, Jesse Bettencourt, Lyndon White, Vaibhav Dixit

* Julialang Blog post, DiffEqFlux.jl 

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