Characterizing Bias in Post-Bandit Inference under Index Algorithms

Lisu Wang, Yilun Chen, Jiaqi Lu

Bandit algorithms generate data for downstream inference, but adaptive sampling biases post-bandit sample means. We analyze this bias for stable index algorithms, including UCB1 an…