Expectation Consistency Loss: Rethink Confidence Calibration under Covariate Shift

Jinzong Dong, Zhaohui Jiang, Bo Yang

Confidence calibration for classification models is vital in safety-critical decision-making scenarios and has received extensive attention. General confidence calibration methods…