Observable Neural ODEs for Identifiable Causal Forecasting in Continuous Time

Jennifer Wendland, Nicolas Freitag, Maik Kschischo

Causal inference in continuous-time sequential decision problems is challenged by hidden confounding and partially observed states. We show that, under explicit structural assumpti…