2 papers
cs.LG2025
Robust Causal Discovery under Imperfect Structural Constraints
Zidong Wang, Xi Lin, Chuchao He +1
Robust causal discovery from observational data under imperfect prior knowledge remains a significant and largely unresolved challenge. Existing methods typically presuppose perfec…
stat.ME2025
Exact Simulation of Longitudinal Data from Marginal Structural Models
Xi Lin, Daniel de Vassimon Manela, Chase Mathis +2
Simulating longitudinal data from specified marginal structural models is a crucial but challenging task for evaluating causal inference methods and informing study design. While d…