Author
MIT Computer Science and Artificial Intelligence LaboratoryORCID 0000-0001-5850-0663Unclaimed ORCID profile · follow to get notified of new preprints
4 papers
Recent·Most cited
David Hofmann, Anthony G. Chesebro, Christopher Rackauckas…·Helmut H. Strey
The paper introduces a Julia package that enhances spectral DCM flexibility and speed using ModelingToolkit and automatic differentiation for parameter estimation in neuroimaging data.
Emily Nieves, Raj Dandekar, Christopher Rackauckas
This paper introduces a Bayesian framework using neural ODEs and pSGLD to discover chemical reaction pathways with uncertainty quantification, showing improved accuracy over standard SGLD.
Torkel E. Loman, Yingbo Ma, Vasily Ilin…·Samuel A. Isaacson
Catalyst introduces a Julia library for modeling and simulating chemical reaction networks with high performance and flexibility.
Rachel Mester, Alfonso Landeros, Christopher Rackauckas, Kenneth L. Lange
The paper compares differential sensitivity analysis methods for biological models, finding forward-mode differentiation is fastest and complex-perturbation is simplest to implement.