Beyond Structural Causal Models: Causal Constraints Models

Tineke Blom, Stephan Bongers, Joris M. Mooij

Abstract: Structural Causal Models (SCMs) provide a popular causal modeling framework. In this work, we show that SCMs are not flexible enough to give a complete causal representation of dynamical systems at...