SINODE uses IMEX-RK time integration with a linear-nonlinear partition and a discrete adjoint to train stiff neural ODEs stably and quickly, including cases where explicit and fully implicit methods fail.
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Semi-Implicit Neural Ordinary Differential Equations
SINODE uses IMEX-RK time integration with a linear-nonlinear partition and a discrete adjoint to train stiff neural ODEs stably and quickly, including cases where explicit and fully implicit methods fail.