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Abstract Contextual bandit algorithms are increasingly changing non-adaptive A/B checks in e-commerce, Health care, and policymaking mainly because they can equally make improvements to results for research individuals and increase the chance of identifying postcontextual very good or simply finest policies. To assist credible inference on novel i