Any fitted ratio with small calibration error performs nearly as well as the best post-processing based on its fitted values, as shown by a calibration-refinement bound

we derive a calibration-refinement bound showing that any fitted ratio with small calibration error performs nearly as well as the best post-processing based on its fitted values.

http://arxiv.org/abs/2608.24858v1