A Foundation Model for Policy In-Context Longitudinal Causal Effect Estimation.

arXiv:2610.32863v1 Announce Type: new Abstract: Longitudinal causal effect estimation is complicated by time-varying confounding and treatment-confounder feedback loops. Existing methods generally require data-specific nuisance-model fitting, and many are tail