Adaptive Off-Policy Inference for M-Estimators Under Model Misspecification

James Leiner, Robin Dunn, Aaditya Ramdas

When data are collected adaptively, such as in bandit algorithms, classical statistical approaches such as ordinary least squares and $M$-estimation will often fail to achieve asym…