Why Empirical p-Values Are Not Uniform: Reference Samples, Dependence, and PIT Backtesting

Jakub Lis

Probability integral transforms (PITs) and empirical $p$-values are widely used to assess the calibration of predictive distributions. While exact PIT values are uniformly distribu…