Efficient Inference Without Trading-off Regret in Bandits: An Allocation Probability Test for Thompson Sampling

Nina Deliu, Joseph J. Williams, Sofia S. Villar

Using bandit algorithms to conduct adaptive randomised experiments can minimise regret, but it poses major challenges for statistical inference (e.g., biased estimators, inflated t…