Artificial Intelligence, Data Science, Machine Learning, Deep Learning.
polynomial minimax lower bound for off-policy evaluation under the POMDP assumption, and show that its exponent has the same qualitative dependence on overlap and mixing time as obtained in our upper bound. Together, our upper and lower bounds imply that off-policy evaluation in POMDPs is strictly