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AbstractDifferentiation.jl: Backend-Agnostic Differentiable Programming in Julia

Sep 25, 2021
Frank Schäfer, Mohamed Tarek, Lyndon White, Chris Rackauckas

* 3 figures, 2 tables 15 pages 

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Bayesian Neural Ordinary Differential Equations

Dec 20, 2020
Raj Dandekar, Vaibhav Dixit, Mohamed Tarek, Aslan Garcia-Valadez, Chris Rackauckas

* 11 pages, 7 figures, 3 tables; revised author affiliations 

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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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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

* Submitted to NeurIPS 2019 

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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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