Hongcai He

Imitation Learning From Suboptimal Demonstrations via Meta-Learning an Action Ranker.

A major bottleneck in imitation learning (IL) is the requirement of a large number of expert demonstrations, which can be expensive or even impossible to collect. Learning from a few expert demonstrations in addition to many supplementary potentially suboptimal demonstrations has emerged as a powerful paradigm to addre...