Finite Sample Valid Inference via Calibrated Bootstrap

Yiran Jiang, Chuanhai Liu, Heping Zhang

While widely used as a general method for uncertainty quantification, the bootstrap method encounters difficulties that raise concerns about its validity in practical applications.…