2 papers
stat.ML2026
Masking Causality and Conditional Dependence
Zou Yang, Sophia Xiao, Bijan Mazaheri
Many regulatory and analytic problems require that a prohibited variable influence a decision only through a designated allowable channel -- a conditional-independence requirement…
stat.ME2026
Causal Data Fusion for Panel Data without a Pre-Intervention Period
Zou Yang, Seung Hee Lee, Julia R. Köhler +1
Traditional panel-data causal inference frameworks, such as difference-in-differences and synthetic control methods, rely on pre-intervention data to estimate counterfactual means.…