Multicalibration Boosting: Theory, Convergence, and Transferability

Hanxuan Ye, Hongzhe Li

Multicalibration extends classical calibration by requiring predictions to be unbiased over a rich collection of functions, encompassing both prediction slices and subpopulations.…