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math.ST2026★ 1 cited
Causal Inference with High-dimensional Discrete Covariates
Zhenghao Zeng, Sivaraman Balakrishnan, Yanjun Han +1
When estimating causal effects from observational studies, researchers often need to adjust for many covariates to deconfound the non-causal relationship between exposure and outco…
math.ST2025
Sharp mean-field analysis of permutation mixtures and permutation-invariant decisions
Yiguo Liang, Yanjun Han
We develop sharp bounds on the statistical distance between high-dimensional permutation mixtures and their i.i.d. counterparts. Our approach establishes a new geometric link betwe…