Learning When to Stop: Selective Imitation Learning Under Arbitrary Dynamics Shift

Surbhi Goel, Jonathan Pei, James Wang

Behavior cloning provides strong imitation learning guarantees when training and test environments share the same dynamics. However, in many deployment settings the test environmen…