9 citations · 9 across the 3 of their papers we have counts for
3 papers
stat.ME2022
A New Causal Decomposition Paradigm towards Health Equity
Xinwei Sun, Xiangyu Zheng, Jim Weinstein
Causal decomposition has provided a powerful tool to analyze health disparity problems, by assessing the proportion of disparity caused by each mediator. However, most of these met…
stat.ML2021
Which Invariance Should We Transfer? A Causal Minimax Learning Approach
Mingzhou Liu, Xiangyu Zheng, Xinwei Sun +2
A major barrier to deploying current machine learning models lies in their non-reliability to dataset shifts. To resolve this problem, most existing studies attempted to transfer s…
cs.LG2020★ 9 cited
Latent Causal Invariant Model
Xinwei Sun, Botong Wu, Xiangyu Zheng +4
Current supervised learning can learn spurious correlation during the data-fitting process, imposing issues regarding interpretability, out-of-distribution (OOD) generalization, an…