Fighting Failures with FIRE: Failure Identification to Reduce Expert Burden in Intervention-Based Learning

Trevor Ablett, Filip Marić, Jonathan Kelly

Supervised imitation learning, also known as behavioral cloning, suffers from distribution drift leading to failures during policy execution. One approach to mitigate this issue is…