summary Contextual bandit algorithms are increasingly replacing non-adaptive A/B assessments in e-commerce, Health care, and policymaking as they can each boost results for examine members and increase the possibility of pinpointing excellent as well as greatest policies. To help credible inference on novel interventions at the conclusion of the ex