Abstract Contextual bandit algorithms are significantly replacing non-adaptive A/B tests in e-commerce, healthcare, and policymaking since they can both boost results for study participants and increase the chance of identifying good or maybe finest insurance policies. To assist credible inference on novel interventions at the conclusion of the ana