Publications 2020

A Machine Learning-Aided Global Diagnostic and Comparative Tool to Assess Effect of Quarantine Control in COVID-19 Spread
R. Dandekar, C. Rackauckas, G. Barbastathis.
Patterns (2020). DOI:10.1016/j.patter.2020.100145.
ACED: Accelerated Computational Electrochemical systems Discovery
R.C. Kurchin, E. Muckley, L. Kavalsky, V. Hegde, D. Gandhi, X. Sun, M. Johnson, A. Edelman, J. Saal, C.V. Rackauckas, B. Meredig, V. Shah, V. Viswanathan.
NeurIPS 2020 Workshop on Tackling Climate Change with Machine Learning (2020).
Beyond Deterministic Models in Drug Discovery and Development
I. Irurzun-Arana, C. Rackauckas, T.O. McDonald, I.F. Trocóniz.
Trends in Pharmacological Sciences (2020). DOI:10.1016/j.tips.2020.09.005.
Generalized physics-informed learning through language-wide differentiable programming
C. Rackauckas, A. Edelman, K. Fischer, M. Innes, E. Saba, V.B. Shah, W. Tebbutt.
CEUR Workshop Proceedings (2020).
Instead of rewriting foreign code for machine learning , automatically synthesize fast gradients
W.S. Moses, V. Churavy.
Advances in Neural Information Processing Systems (2020).
Learning non-linear spatio-temporal dynamics with convolutional Neural ODEs
V. Shankar, G. Portwood, A. Mohan, P. Mitra, C. Rackauckas, L. Wilson, D. Schmidt, V. Viswanathan.
Third Workshop on Machine Learning and the Physical Sciences (NeurIPS) (2020).
Oceananigans.jl: Fast and friendly geophysical fluid dynamics on GPUs
Ali Ramadhan, Gregory LeClaire Wagner, Chris Hill, Jean-Michel Campin, Valentin Churavy, Tim Besard, Andre Souza, Alan Edelman, Raffaele Ferrari, John Marshall.
Journal of Open Source Software (2020). DOI:10.21105/joss.02018.
Signal Enhancement for Magnetic Navigation Challenge Problem
A.R. Gnadt, J. Belarge, A. Canciani, G. Carl, L. Conger, J. Curro, A. Edelman, P. Morales, A.P. Nielsen, M.F. O'Keeffe, C.V. Rackauckas, J. Taylor, A.B. Wollaber.
arXiv (2020). DOI:10.48550/arXiv.2007.12158.
Stability-Optimized High Order Methods and Stiffness Detection for Pathwise Stiff Stochastic Differential Equations
C. Rackauckas, Q. Nie.
2020 IEEE High Performance Extreme Computing Conference (HPEC) (2020). DOI:10.1109/HPEC43674.2020.9286178.
StochasticDelayDiffEq.jl - An Integrator Interface for Stochastic Delay Differential Equations in Julia
H.T. Sykora, C.V. Rackauckas, D. Widmann, D. Bachrathy.
ENOC 2020 (2020).
Uncertainty Quantification of Ocean Parameterizations: Application to the K-Profile-Parameterization for Penetrative Convection
A.N. Souza, G.L. Wagner, A. Ramadhan, B. Allen, V. Churavy, J. Schloss, J. Campin, C. Hill, A. Edelman, J. Marshall, G. Flierl, R. Ferrari.
Journal of Advances in Modeling Earth Systems (2020). DOI:10.1029/2020MS002108.
Uncertainty Quantification of Ocean Parameterizations : Application to the K - Profile - Parameterization for Penetrative Convection
A. N. Souza, G. L. Wagner, A. Ramadhan, B. Allen, V. Churavy, J. Schloss, J. Campin, C. Hill, A. Edelman, J. Marshall, G. Flierl, R. Ferrari.
Journal of Advances in Modeling Earth Systems (2020). DOI:10.1029/2020MS002108.