Partial Identification with Noisy Covariates: A Robust Optimization Approach
Wenshuo Guo, Mingzhang Yin, Yixin Wang, Michael I. Jordan
Causal Learning and Reasoning (CLeaR), 2021. pdf
Conformal Sensitivity Analysis for Individual Treatment Effects
Mingzhang Yin, Claudia Shi, Yixin Wang, David M. Blei
Journal of the American Statistical Association, Theory and Methods (JASA), 2023. pdf, code
Optimization-based Causal Estimation from Heterogeneous Environments
Mingzhang Yin, Yixin Wang, David M. Blei
Journal of Machine Learning Research (JMLR), 2024. pdf, code
Confounding-Robust Deferral Policy Learning
Ruijiang Gao, Mingzhang Yin
AAAI Conference on Artificial Intelligence (AAAI), 2024.
Bayesian Invariance Modeling of Multi-Environment Data
Luhuan Wu, Mingzhang Yin, Yixin Wang, John Patrick Cunningham, David Blei
In Submission.
