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cs.LG2022★ 4 cited
Sequential Causal Imitation Learning with Unobserved Confounders
Daniel Kumor, Junzhe Zhang, Elias Bareinboim
"Monkey see monkey do" is an age-old adage, referring to naïve imitation without a deep understanding of a system's underlying mechanics. Indeed, if a demonstrator has access to in…
cs.LG2022★ 24 cited
Causal Imitation Learning with Unobserved Confounders
Junzhe Zhang, Daniel Kumor, Elias Bareinboim
One of the common ways children learn is by mimicking adults. Imitation learning focuses on learning policies with suitable performance from demonstrations generated by an expert,…