Error Bounds of Imitating Policies and Environments

Tian Xu, Ziniu Li, Yang Yu

Imitation learning trains a policy by mimicking expert demonstrations. Various imitation methods were proposed and empirically evaluated, meanwhile, their theoretical understanding…