Variance-Optimal Off-Policy Evaluation with Conjunct Effect Modeling

Nicolò Felicioni, Michael Benigni, Maurizio Ferrari Dacrema +1

Off-policy evaluation (OPE) for contextual bandit policies becomes challenging when action-level importance weighting incurs excessive variance. Doubly robust (DR) estimation remai…