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stat.ML2025
Quantile-Optimal Policy Learning under Unmeasured Confounding
Zhongren Chen, Siyu Chen, Zhengling Qi +2
We study quantile-optimal policy learning where the goal is to find a policy whose reward distribution has the largest -quantile for some . We focus on the offline…
stat.ML2022★ 1 cited
CausalEGM: a general causal inference framework by encoding generative modeling
Qiao Liu, Zhongren Chen, Wing Hung Wong
Although understanding and characterizing causal effects have become essential in observational studies, it is challenging when the confounders are high-dimensional. In this articl…