Causal State-Space Model for Causal Inference: Estimating Longitudinal Individual Treatment Effects

Abisoye Abidakun, Mingjun Zhong, Georgios Leontidis

Estimating counterfactual outcomes over time from longitudinal observational data is central to clinical decision support. Existing methods rely on domain confusion -- adversarial…