2 papers
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…
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…