3 papers
cs.CL2025
Factor Augmented Supervised Learning with Text Embeddings
Zhanye Luo, Yuefeng Han, Xiufan Yu
Large language models (LLMs) generate text embeddings from text data, producing vector representations that capture the semantic meaning and contextual relationships of words. Howe…
stat.ML2025
Covariate-Adjusted Deep Causal Learning for Heterogeneous Panel Data Models
Guanhao Zhou, Yuefeng Han, Xiufan Yu
This paper studies the task of estimating heterogeneous treatment effects in causal panel data models, in the presence of covariate effects. We propose a novel Covariate-Adjusted D…
stat.ME2024
A Unified Combination Framework for Dependent Tests with Applications to Microbiome Association Studies
Xiufan Yu, Linjun Zhang, Arun Srinivasan +2
We introduce a novel meta-analysis framework to combine dependent tests under a general setting, and utilize it to synthesize various microbiome association tests that are calculat…