A neural ODE correction to mass-action kinetics improved predicted oscillation periods when transferred to new settings, but did not improve classifying sustained versus damped oscillations.
Mathematical models of chemical reactions: theory and applications of deterministic and stochastic models; Manchester University Press, 1989
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Modelling Chemical Reaction Networks using Neural Ordinary Differential Equations
A neural ODE correction to mass-action kinetics improved predicted oscillation periods when transferred to new settings, but did not improve classifying sustained versus damped oscillations.