1 citations · 1 across the 2 of their papers we have counts for
3 papers
cs.LG2026
RepFlow: Representation Enhanced Flow Matching for Causal Effect Estimation
Yifei Xie, Jian Huang
Estimating causal effects from observational data has become increasingly critical in diverse fields including healthcare, economics, and social policy. The fundamental challenge i…
stat.ME2024
Deep Transformation Model
Tong Wang, Shunqin Zhang, Sanguo Zhang +2
There has been a significant recent surge in deep neural network (DNN) techniques. Most of the existing DNN techniques have restricted model formats/assumptions. To overcome their…
stat.ML2024★ 1 cited
Penalized Generative Variable Selection
Tong Wang, Jian Huang, Shuangge Ma
Deep networks are increasingly applied to a wide variety of data, including data with high-dimensional predictors. In such analysis, variable selection can be needed along with est…