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
Supervised Dynamic Dimension Reduction with Deep Neural Network
Zhanye Luo, Yuefeng Han, Xiufan Yu
This paper studies the problem of dimension reduction, tailored to improving time series forecasting with high-dimensional predictors. We propose a novel Supervised Deep Dynamic Pr…
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…