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…