OPTrack, a confidence-set algorithm with an optimistic bias toward balanced allocation, achieves logarithmic Neyman regret for adaptive ATE estimation using the AIPW estimator.
Use of variance estimation in the multi-armed bandit problem
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Optimistic Algorithms for Adaptive Estimation of the Average Treatment Effect
OPTrack, a confidence-set algorithm with an optimistic bias toward balanced allocation, achieves logarithmic Neyman regret for adaptive ATE estimation using the AIPW estimator.