2 papers
cs.LG2025
Learning Counterfactual Outcomes Under Rank Preservation
Peng Wu, Haoxuan Li, Chunyuan Zheng +5
Counterfactual inference aims to estimate the counterfactual outcome at the individual level given knowledge of an observed treatment and the factual outcome, with broad applicatio…
cs.LG2025
Identification and Estimation of Long-Term Treatment Effects with Monotone Missing
Qinwei Yang, Ruocheng Guo, Shasha Han +1
Estimating long-term treatment effects has a wide range of applications in various domains. A key feature in this context is that collecting long-term outcomes typically involves a…