25 citations · 44 across the 23 of their papers we have counts for
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stat.ML2024
Conformal Diffusion Models for Individual Treatment Effect Estimation and Inference
Hengrui Cai, Huaqing Jin, Lexin Li
Estimating treatment effects from observational data is of central interest across numerous application domains. Individual treatment effect offers the most granular measure of tre…
stat.ME2024
On Efficient Inference of Causal Effects with Multiple Mediators
Haoyu Wei, Hengrui Cai, Chengchun Shi +1
This paper provides robust estimators and efficient inference of causal effects involving multiple interacting mediators. Most existing works either impose a linear model assumptio…
cs.AI2024★ 1 cited
Enhancing Causal Reasoning in Large Language Models: A Causal Attribution Model for Precision Fine-Tuning
Hengrui Cai, Shengjie Liu, Rui Song
This paper introduces a causal attribution model to enhance the interpretability of large language models (LLMs) and improve their causal reasoning abilities via precise fine-tunin…