Chris Rackauckas

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 19

Top Topics

Differential Equations

Metropolis Hastings

State Estimation

Top Venues

PLoS Comput. Biol.

Publications

Avik Pal, Flemming Holtorf, Axel Larsson, Torkel E. Loman, Utkarsh Rajput, Frank Schäfer, Qingyu Qu, Alan Edelman, Chris Rackauckas
NonlinearSolve.jl: High-Performance and Robust Solvers for Systems of Nonlinear Equations in Julia. CoRR (2024)
Raphaël Pestourie, Youssef Mroueh, Chris Rackauckas, Payel Das, Steven G. Johnson
Physics-enhanced deep surrogates for partial differential equations. Nat. Mac. Intell. 5 (12) (2023)
Avik Pal, Alan Edelman, Chris Rackauckas
Locally Regularized Neural Differential Equations: Some Black Boxes Were Meant to Remain Closed! CoRR (2023)
Avik Pal, Alan Edelman, Chris Rackauckas
Continuous Deep Equilibrium Models: Training Neural ODEs Faster by Integrating Them to Infinity. HPEC (2023)
Chaopeng Shen, Alison P. Appling, Pierre Gentine, Toshiyuki Bandai, Hoshin V. Gupta, Alexandre Tartakovsky, Marco Baity-Jesi, Fabrizio Fenicia, Daniel Kifer, Li Li, Xiaofeng Liu, Wei Ren, Yi Zheng, Ciaran J. Harman, Martyn Clark, Matthew Farthing, Dapeng Feng, Praveen Kumar, Doaa Aboelyazeed, Farshid Rahmani, Hylke E. Beck, Tadd Bindas, Dipankar Dwivedi, Kuai Fang, Marvin Höge, Chris Rackauckas, Tirthankar Roy, Chonggang Xu, Kathryn Lawson
Differentiable modeling to unify machine learning and physical models and advance Geosciences. CoRR (2023)
Gaurav Arya, Ruben Seyer, Frank Schäfer, Alexander K. Lew, Mathieu Huot, Vikash K. Mansinghka, Chris Rackauckas, Kartik Chandra, Moritz Schauer
Differentiating Metropolis-Hastings to Optimize Intractable Densities. CoRR (2023)
Torkel E. Loman, Yingbo Ma, Vasily Ilin, Shashi Gowda, Niklas Korsbo, Nikhil Yewale, Chris Rackauckas, Samuel A. Isaacson
Catalyst: Fast and flexible modeling of reaction networks. PLoS Comput. Biol. 19 (10) (2023)
Vinícius V. Santana, Erbet A. Costa, Carine M. Rebello, Ana M. Ribeiro, Chris Rackauckas, Idelfonso B. R. Nogueira
Efficient hybrid modeling and sorption model discovery for non-linear advection-diffusion-sorption systems: A systematic scientific machine learning approach. CoRR (2023)
Mohamed Tarek, Jose Storopoli, Casey Davis, Chris Elrod, Julius Krumbiegel, Chris Rackauckas, Vijay Ivaturi
A Practitioner's Guide to Bayesian Inference in Pharmacometrics using Pumas. CoRR (2023)
Vedang M. Deshpande, Christopher R. Laughman, Yingbo Ma, Chris Rackauckas
Constrained Smoothers for State Estimation of Vapor Compression Cycles. ACC (2022)
David Widmann, Chris Rackauckas
DelayDiffEq: Generating Delay Differential Equation Solvers via Recursive Embedding of Ordinary Differential Equation Solvers. CoRR (2022)
Shahriar Iravanian, Carl Julius Martensen, Alessandro Cheli, Shashi Gowda, Anand Jain, Yingbo Ma, Chris Rackauckas
Symbolic-numeric integration of univariate expressions based on sparse regression. ACM Commun. Comput. Algebra 56 (2) (2022)
Chris Rackauckas, Maja Gwózdz, Anand Jain, Yingbo Ma, Francesco Martinuzzi, Utkarsh Rajput, Elliot Saba, Viral B. Shah, Ranjan Anantharaman, Alan Edelman, Shashi Gowda, Avik Pal, Chris Laughman
Composing Modeling And Simulation With Machine Learning In Julia. ANNSIM (2022)
Francesco Martinuzzi, Chris Rackauckas, Anas Abdelrehim, Miguel D. Mahecha, Karin Mora
ReservoirComputing.jl: An Efficient and Modular Library for Reservoir Computing Models. CoRR (2022)
Francesco Martinuzzi, Chris Rackauckas, Anas Abdelrehim, Miguel D. Mahecha, Karin Mora
ReservoirComputing.jl: An Efficient and Modular Library for Reservoir Computing Models. J. Mach. Learn. Res. 23 (2022)
Rachel Mester, Alfonso Landeros, Chris Rackauckas, Kenneth Lange
Differential methods for assessing sensitivity in biological models. PLoS Comput. Biol. 18 (6) (2022)
Gaurav Arya, Moritz Schauer, Frank Schäfer, Chris Rackauckas
Automatic Differentiation of Programs with Discrete Randomness. CoRR (2022)
Shahriar Iravanian, Carl Julius Martensen, Alessandro Cheli, Shashi Gowda, Anand Jain, Yingbo Ma, Chris Rackauckas
Symbolic-Numeric Integration of Univariate Expressions based on Sparse Regression. CoRR (2022)
Raphaël Pestourie, Youssef Mroueh, Chris Rackauckas, Payel Das, Steven G. Johnson
Physics-enhanced deep surrogates for PDEs. CoRR (2021)