Hengrui Cai | DeepAI

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∙ 06/25/2023

Towards Trustworthy Explanation: On Causal Rationalization

With recent advances in natural language processing, rationalization bec...

0 Wenbo Zhang, et al. ∙

∙ 03/24/2023

Sequential Knockoffs for Variable Selection in Reinforcement Learning

In real-world applications of reinforcement learning, it is often challe...

0 Tao Ma, et al. ∙

∙ 01/29/2023

On Heterogeneous Treatment Effects in Heterogeneous Causal Graphs

Heterogeneity and comorbidity are two interwoven challenges associated w...

0 Richard A Watson, et al. ∙

∙ 12/30/2022

Heterogeneous Synthetic Learner for Panel Data

In the new era of personalization, learning the heterogeneous treatment ...

0 Ye Shen, et al. ∙

∙ 05/15/2022

How Much Does Home Field Advantage Matter in Soccer Games? A Causal Inference Approach for English Premier League Analysis

In many sports, it is commonly believed that the home team has an advant...

0 Katherine Price, et al. ∙

∙ 11/17/2021

Jump Interval-Learning for Individualized Decision Making

An individualized decision rule (IDR) is a decision function that assign...

0 Hengrui Cai, et al. ∙

∙ 10/29/2021

Doubly Robust Interval Estimation for Optimal Policy Evaluation in Online Learning

Evaluating the performance of an ongoing policy plays a vital role in ma...

0 Hengrui Cai, et al. ∙

∙ 10/11/2021

CAPITAL: Optimal Subgroup Identification via Constrained Policy Tree Search

Personalized medicine, a paradigm of medicine tailored to a patient's ch...

0 Hengrui Cai, et al. ∙

∙ 05/30/2021

Periodic-GP: Learning Periodic World with Gaussian Process Bandits

We consider the sequential decision optimization on the periodic environ...

0 Hengrui Cai, et al. ∙

∙ 04/21/2021

GEAR: On Optimal Decision Making with Auxiliary Data

Personalized optimal decision making, finding the optimal decision rule ...

0 Hengrui Cai, et al. ∙

∙ 04/21/2021

Calibrated Optimal Decision Making with Multiple Data Sources and Limited Outcome

We consider the optimal decision-making problem in a primary sample of i...

0 Hengrui Cai, et al. ∙

∙ 10/29/2020

Deep Jump Q-Evaluation for Offline Policy Evaluation in Continuous Action Space

We consider off-policy evaluation (OPE) in continuous action domains, su...

0 Hengrui Cai, et al. ∙

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