Label shift estimation on MNIST Dirichlet shift alpha=0.1 size=500 (val)
970Mean Squared Error (MSE)LEIP
Evaluation results
| Method | Links | |
|---|---|---|
| LEIPShift Estimator=LEIP, Calibration Method=BCTS2026.04 | 970 | |
| EMShift Estimator=EM, Calibration Method=BCTS2026.04 | 1,400 | |
| LEIPShift Estimator=LEIP, Calibration Method=NBVS2026.04 | 3,130 | |
| EMShift Estimator=EM, Calibration Method=NBVS2026.04 | 3,390 | |
| LEIPShift Estimator=LEIP, Calibration Method=VS2026.04 | 4,200 | |
| EMShift Estimator=EM, Calibration Method=VS2026.04 | 4,520 | |
| RLLSShift Estimator=RLLS, Calibration Method=TS2026.04 | 9,520 | |
| RLLSShift Estimator=RLLS, Calibration Method=NBVS2026.04 | 9,730 | |
| RLLSShift Estimator=RLLS, Calibration Method=BCTS2026.04 | 10,100 | |
| RLLSShift Estimator=RLLS, Calibration Method=None2026.04 | 10,800 | |
| RLLSShift Estimator=RLLS, Calibration Method=VS2026.04 | 11,580 | |
| RLLS-HardShift Estimator=RLLS-Hard, Calibration Method=None2026.04 | 13,100 | |
| CCShift Estimator=CC, Calibration Method=None2026.04 | 13,300 | |
| EMShift Estimator=EM, Calibration Method=TS2026.04 | 13,500 | |
| EMShift Estimator=EM, Calibration Method=None2026.04 | 13,900 | |
| LEIPShift Estimator=LEIP, Calibration Method=TS2026.04 | 13,900 | |
| LEIPShift Estimator=LEIP, Calibration Method=None2026.04 | 14,200 |