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Label shift estimation on MNIST Dirichlet shift alpha=10 (val size=2000)

440MSELEIP
421.2548.1675801.9Apr 2, 2026

Evaluation results

MethodLinks
LEIPShift Estimator=LEIP, Calibration Method=BCTS2026.04440
CCShift Estimator=CC, Calibration Method=None2026.04450
LEIPShift Estimator=LEIP, Calibration Method=NBVS2026.04480
LEIPShift Estimator=LEIP, Calibration Method=VS2026.04500
EMShift Estimator=EM, Calibration Method=BCTS2026.04590
RLLSShift Estimator=RLLS, Calibration Method=BCTS2026.04630
RLLSShift Estimator=RLLS, Calibration Method=None2026.04640
EMShift Estimator=EM, Calibration Method=None2026.04650
EMShift Estimator=EM, Calibration Method=NBVS2026.04650
LEIPShift Estimator=LEIP, Calibration Method=None2026.04670
EMShift Estimator=EM, Calibration Method=VS2026.04680
RLLSShift Estimator=RLLS, Calibration Method=NBVS2026.04700
RLLSShift Estimator=RLLS, Calibration Method=VS2026.04730
RLLSShift Estimator=RLLS, Calibration Method=TS2026.04740
EMShift Estimator=EM, Calibration Method=TS2026.04770
RLLS-HardShift Estimator=RLLS-Hard, Calibration Method=None2026.04820
LEIPShift Estimator=LEIP, Calibration Method=TS2026.04910