2025
Learning Structural Causal Models from Ordering: Identifiable Flow Models
AAAI 2025technical
In this study, we address causal inference when only observational data and a valid causal ordering from the causal graph are available. We introduce a set of flow models that can recover component-wise, invertible transformation of exogenous variables. Our flow-based methods offer flexible model de…