Active Imitation Learning via Reduction to I.I.D. Active Learning

Kshitij Judah, Alan Fern, Thomas G. Dietterich

In standard passive imitation learning, the goal is to learn a target policy by passively observing full execution trajectories of it. Unfortunately, generating such trajectories c…