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avik-pal / RegNeuralDE.jl

Official Implementation of "Opening the Blackbox: Accelerating Neural Differential Equations by Regularizing Internal Solver Heuristics" (ICML 2021)
http://proceedings.mlr.press/v139/pal21a.html
MIT License
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Background materials #23

Closed ChrisRackauckas closed 3 years ago

ChrisRackauckas commented 4 years ago

Error estimates in ODE solvers:

Hairer I: Solving Non-stiff Ordinary DiffEqs (whatever the name) https://www.sciencedirect.com/science/article/pii/S0898122111004706 https://www.sciencedirect.com/science/article/pii/0771050X80900133

Stiffness Estimates:

https://dl.acm.org/doi/abs/10.1145/355719.355722 https://www.sciencedirect.com/science/article/pii/0898122177901122 E. Hairer and G. Wanner, Solving Ordinary Differential Equations II - Stiff and DifferentialAlgebraic Problems, Springer, 1991. https://arxiv.org/pdf/1804.04344.pdf

ChrisRackauckas commented 3 years ago

https://arxiv.org/pdf/1908.02729.pdf