Optimism Stabilizes Thompson Sampling for Adaptive Inference

Shunxing Yan, Han Zhong

Thompson sampling (TS) is widely used for stochastic multi-armed bandits, yet its inferential properties under adaptive data collection are subtle. Classical asymptotic theory for…