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Accelerating Simulation of Stiff Nonlinear Systems using Continuous-Time Echo State Networks.

, , , , , , and . AAAI Spring Symposium: MLPS, volume 2964 of CEUR Workshop Proceedings, CEUR-WS.org, (2021)

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A Comparison of Automatic Differentiation and Continuous Sensitivity Analysis for Derivatives of Differential Equation Solutions., , , , and . HPEC, page 1-9. IEEE, (2021)Parallelizing Explicit and Implicit Extrapolation Methods for Ordinary Differential Equations., , , , and . HPEC, page 1-9. IEEE, (2022)DataInterpolations.jl: Fast Interpolations of 1D data., , , and . J. Open Source Softw., 9 (101): 6917 (2024)Universal Differential Equations for Scientific Machine Learning, , , , , , , , and . (2020)cite arxiv:2001.04385Comment: 3 figures, 2 tables, 3 supplemental figures, 27 pages, 18 supplemental pages.Bayesian Neural Ordinary Differential Equations., , , , and . CoRR, (2020)Parallelizing Explicit and Implicit Extrapolation Methods for Ordinary Differential Equations., , , and . CoRR, (2022)Composing Modeling and Simulation with Machine Learning in Julia., , , , , , , , , and 3 other author(s). CoRR, (2021)Stability-Optimized High Order Methods and Stiffness Detection for Pathwise Stiff Stochastic Differential Equations., and . HPEC, page 1-8. IEEE, (2020)High-performance symbolic-numerics via multiple dispatch., , , , , , and . ACM Commun. Comput. Algebra, 55 (3): 92-96 (2021)Hybrid Symbolic-Numeric and Numerically-Assisted Symbolic Integration., , and . ISSAC, page 410-418. ACM, (2024)