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Pessimistic Model Selection for Offline Deep Reinforcement Learning


Nov 29, 2021
Chao-Han Huck Yang, Zhengling Qi, Yifan Cui, Pin-Yu Chen

* Preprint. A non-archival and preliminary venue was presented at NeurIPS 2021 Offline Reinforcement Learning Workshop 

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Individualized Decision-Making Under Partial Identification: Three Perspectives, Two Optimality Results, and One Paradox


Oct 21, 2021
Yifan Cui

* Harvard Data Science Review, Issue 3.3 

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Estimating heterogeneous treatment effects with right-censored data via causal survival forests


Jan 27, 2020
Yifan Cui, Michael R. Kosorok, Stefan Wager, Ruoqing Zhu


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A semiparametric instrumental variable approach to optimal treatment regimes under endogeneity


Nov 21, 2019
Yifan Cui, Eric Tchetgen Tchetgen


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Bias-aware model selection for machine learning of doubly robust functionals


Nov 05, 2019
Yifan Cui, Eric Tchetgen Tchetgen


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