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Abstract Contextual bandit algorithms are progressively replacing non-adaptive A/B assessments in e-commerce, healthcare, and policymaking because they can the two strengthen outcomes for review members and increase the prospect of determining excellent or even most effective insurance policies. To assistance credible inference on novel interventio