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Jingyi Li

4 accepted papers

2025

Adaptive Data-Borrowing for Improving Treatment Effect Estimation using External Controls

NeurIPS 2025poster

Randomized controlled trials (RCTs) often exhibit limited inferential efficiency in estimating treatment effects due to small sample sizes. In recent years, the combination of external controls has gained increasing attention as a means of improving the efficiency of RCTs. However, external controls…

Cited by 0SourceScholar
2025

Balancing Interference and Correlation in Spatial Experimental Designs: A Causal Graph Cut Approach

ICML 2025poster

This paper focuses on the design of spatial experiments to optimize the amount of information derived from the experimental data and enhance the accuracy of the resulting causal effect estimator. We propose a surrogate function for the mean squared error (MSE) of the estimator, which facilitates the…