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summary Contextual bandit algorithms are more and more changing non-adaptive A/B tests in e-commerce, healthcare, and policymaking because they can both boost outcomes for research individuals and increase the possibility of identifying excellent or perhaps greatest policies. To assistance credible inference on novel interventions at the end of the