We show how, under certain conditions, the asymptotic behaviour of an Ordinary Differential Equation under non-constant interventions can be modelled using Dynamic Structural Causal Models. In contrast to earlier work, we study not only the effect of interventions on equilibrium states; rather, we model asymptotic behaviour that is dynamic under interventions that vary in time, and include as a special case the study of static equilibria.
['Paul K. Rubenstein', 'Stephan Bongers', 'Joris M. Mooij', 'Bernhard Schoelkopf']
From Deterministic ODEs to Dynamic Structural Causal Models