Causal inference

Optimization-Based Causal Estimation from Heterogeneous Environments
Mingzhang Yin, Yixin Wang, David M. Blei
Under review. Short version accepted by ICML 2022 Workshop SCIS. pdf, code

Partial Identification with Noisy Covariates: A Robust Optimization Approach
Wenshuo Guo, Mingzhang Yin, Yixin Wang, Michael I. Jordan
Causal Learning and Reasoning (CLeaR). pdf

Conformal Sensitivity Analysis for Individual Treatment Effects
Mingzhang Yin, Claudia Shi, Yixin Wang, David M. Blei
Journal of the American Statistical Association T&M (Forthcoming). pdf, code