Publications 2022

Automatic Differentiation of Programs with Discrete Randomness
Gaurav Arya, Moritz Schauer, Frank Schäfer, Christopher Rackauckas.
Advances in Neural Information Processing Systems (2022).
Bridging HPC Communities through the Julia Programming Language
Valentin Churavy, William F. Godoy, Carsten Bauer, Hendrik Ranocha, Michael Schlottke-Lakemper, Ludovic Räss, Johannes Blaschke, Mosè Giordano, Erik Schnetter, Samuel Omlin, Jeffrey S. Vetter, Alan Edelman.
arXiv (2022). DOI:10.48550/arXiv.2211.02740.
Composing Modeling And Simulation With Machine Learning In Julia
Chris Rackauckas, Maja Gwozdz, Anand Jain, Yingbo Ma, Francesco Martinuzzi, Utkarsh Rajput, Elliot Saba, Viral B. Shah, Ranjan Anantharaman, Alan Edelman, Shashi Gowda, Avik Pal, Chris Laughman.
(2022). DOI:10.23919/ANNSIM55834.2022.9859453.
Constrained Smoothers for State Estimation of Vapor Compression Cycles
Vedang M. Deshpande, Christopher R. Laughman, Yingbo Ma, Chris Rackauckas.
(2022). DOI:10.23919/ACC53348.2022.9867269.
Continuous-time echo state networks for predicting power system dynamics
Ciaran Roberts, José Daniel Lara, Rodrigo Henriquez-Auba, Matthew Bossart, Ranjan Anantharaman, Chris Rackauckas, Bri-Mathias Hodge, Duncan S. Callaway.
Electric Power Systems Research (2022). DOI:10.1016/j.epsr.2022.108562.
Derivation and Extensions of the Tolles-Lawson Model for Aeromagnetic Compensation
A.R. Gnadt, A.B. Wollaber, A.P. Nielsen.
arXiv (2022). DOI:10.48550/arXiv.2212.09899.
Differentiable State - Space Models and Hamiltonian Monte Carlo Estimation
David Childers, Jesús Fernández-Villaverde, Jesse Perla, Christopher Rackauckas, Peifan Wu.
National Bureau of Economic Research (2022). DOI:10.3386/w30573.
Differential methods for assessing sensitivity in biological models
Rachel Mester, Alfonso Landeros, Chris Rackauckas, Kenneth Lange.
PLOS Computational Biology (2022). DOI:10.1371/journal.pcbi.1009598.
Machine Learning-Enhanced Magnetic Calibration for Airborne Magnetic Anomaly Navigation
A.R. Gnadt.
AIAA SCITECH 2022 Forum (2022). DOI:10.2514/6.2022-1760.
Mixing Implicit and Explicit Deep Learning with Skip DEQs and Infinite Time Neural ODEs ( Continuous DEQs )
Avik Pal, Alan Edelman, Chris Rackauckas.
(2022). DOI:10.48550/arXiv.2201.12240.
Model- Form Epistemic Uncertainty Quantification for Modeling with Differential Equations : Application to Epidemiology
Erin C. S. Acquesta, Teresa Portone, Raj Dandekar, Chris Rackauckas, Rileigh Bandy, Gabriel Huerta, India Dytzel.
(2022). DOI:10.2172/1888443.
On the Cartan decomposition for classical random matrix ensembles
Alan Edelman, Sungwoo Jeong.
Journal of Mathematical Physics (2022). DOI:10.1063/5.0087010.
Parallelizing Explicit and Implicit Extrapolation Methods for Ordinary Differential Equations
{ Utkarsh }, Chris Elrod, Yingbo Ma, Konstantin Althaus, Christopher Rackauckas.
(2022). DOI:10.1109/HPEC55821.2022.9926357.
Plots.jl -- a user extendable plotting API for the julia programming language
Simon Christ, Daniel Schwabeneder, Christopher Rackauckas, Michael Krabbe Borregaard, Thomas Breloff.
arXiv (2022). DOI:10.48550/arXiv.2204.08775.
Stably Accelerating Stiff Quantitative Systems Pharmacology Models : Continuous - Time Echo State Networks as Implicit Machine Learning
Ranjan Anantharaman, Anas Abdelrehim, Anand Jain, Avik Pal, Danny Sharp, { Utkarsh }, Alan Edelman, Chris Rackauckas.
IFAC-PapersOnLine (2022). DOI:10.1016/j.ifacol.2023.01.004.
Symbolic-numeric integration of univariate expressions based on sparse regression
Shahriar Iravanian, Carl Julius Martensen, Alessandro Cheli, Shashi Gowda, Anand Jain, Yingbo Ma, Chris Rackauckas.
ACM Commun. Comput. Algebra (2022). DOI:10.1145/3572867.3572882.
Two heads are better than one: current landscape of integrating QSP and machine learning
Tongli Zhang, Ioannis P. Androulakis, Peter Bonate, Limei Cheng, Tomáš Helikar, Jaimit Parikh, Christopher Rackauckas, Kalyanasundaram Subramanian, Carolyn R. Cho, Ioannis P. Androulakis, Peter Bonate, Ivan Borisov, Gordon Broderick, Limei Cheng, Valeriu Damian, Rafael Dariolli, Oleg Demin, Nicholas Ellinwood, Dirk Fey, Abhishek Gulati, Tomas Helikar, Eric Jordie, Cynthia Musante, Jaimit Parikh, Christopher Rackauckas, Julio Saez-Rodriguez, Eric Sobie, Kalyanasundaram Subramanian, Carolyn R. Cho, { on behalf of the Working Group }.
Journal of Pharmacokinetics and Pharmacodynamics (2022). DOI:10.1007/s10928-022-09805-z.
Validation and parameterization of a novel physics-constrained neural dynamics model applied to turbulent fluid flow
Varun Shankar, Gavin D. Portwood, Arvind T. Mohan, Peetak P. Mitra, Dilip Krishnamurthy, Christopher Rackauckas, Lucas A. Wilson, David P. Schmidt, Venkatasubramanian Viswanathan.
Physics of Fluids (2022). DOI:10.1063/5.0122115.
AbstractDifferentiation .jl: Backend - Agnostic Differentiable Programming in Julia
Frank Schäfer, Mohamed Tarek, Lyndon White, Chris Rackauckas.
arXiv (2022). DOI:10.48550/arXiv.2109.12449.
AutoMat : Automated materials discovery for electrochemical systems
Emil Annevelink, Rachel Kurchin, Eric Muckley, Lance Kavalsky, Vinay I. Hegde, Valentin Sulzer, Shang Zhu, Jiankun Pu, David Farina, Matthew Johnson, Dhairya Gandhi, Adarsh Dave, Hongyi Lin, Alan Edelman, Bharath Ramsundar, James Saal, Christopher Rackauckas, Viral Shah, Bryce Meredig, Venkatasubramanian Viswanathan.
MRS Bulletin (2022). DOI:10.1557/s43577-022-00424-0.
DelayDiffEq : Generating Delay Differential Equation Solvers via Recursive Embedding of Ordinary Differential Equation Solvers
David Widmann, Chris Rackauckas.
arXiv (2022). DOI:10.48550/arXiv.2208.12879.
GlobalSensitivity .jl: Performant and Parallel Global Sensitivity Analysis with Julia
Vaibhav Kumar Dixit, Christopher Rackauckas.
Journal of Open Source Software (2022). DOI:10.21105/joss.04561.
ModelingToolkit : A Composable Graph Transformation System For Equation - Based Modeling
Yingbo Ma, Shashi Gowda, Ranjan Anantharaman, Chris Laughman, Viral Shah, Chris Rackauckas.
arXiv (2022). DOI:10.48550/arXiv.2103.05244.
ReservoirComputing .jl: An Efficient and Modular Library for Reservoir Computing Models
Francesco Martinuzzi, Chris Rackauckas, Anas Abdelrehim, Miguel D. Mahecha, Karin Mora.
Journal of Machine Learning Research (2022).