Off-policy Model-based Learning under Unknown Factored Dynamics

Assaf Hallak, François Schnitzler, Timothy Arthur Mann, Shie Mannor

Abstract: Off-policy learning in dynamic decision problems is essential for providing strong evidence that a new policy is better than the one in use. But how can we prove superiority without testing the new...