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cs.LG2025
Causal Discovery via Quantile Partial Effect
Yikang Chen, Xingzhe Sun, Dehui Du
Quantile Partial Effect (QPE) is a statistic associated with conditional quantile regression, measuring the effect of covariates at different levels. Our theory demonstrates that w…
cs.LG2025
Exogenous Isomorphism for Counterfactual Identifiability
Yikang Chen, Dehui Du
This paper investigates -identifiability, a form of complete counterfactual identifiability within the Pearl Causal Hierarchy (PCH) framework, ensuring that a…