14 citations · 14 across the 2 of their papers we have counts for
2 papers
cs.LG2025
Confounded Causal Imitation Learning with Instrumental Variables
Yan Zeng, Shenglan Nie, Feng Xie +3
Imitation learning from demonstrations usually suffers from the confounding effects of unmeasured variables (i.e., unmeasured confounders) on the states and actions. If ignoring th…
stat.ME2015★ 14 cited
Identification, Doubly Robust Estimation, and Semiparametric Efficiency Theory of Nonignorable Missing Data With a Shadow Variable
Wang Miao, Lan Liu, Eric Tchetgen Tchetgen +1
We consider identification and estimation with an outcome missing not at random (MNAR). We study an identification strategy based on a so-called shadow variable. A shadow variable…