Sample-Efficient Expert Query Control in Active Imitation Learning via Conformal Prediction

Arad Firouzkouhi, Omid Mirzaeedodangeh, Lars Lindemann

Active imitation learning (AIL) combats covariate shift by querying an expert during training. However, expert action labeling often dominates the cost, especially in GPU-intensive…