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ResearchFormerly WizWand

Label Shift Estimation on CIFAR-10 (val)

0.33MSELEIP
0.18921.13962.093.0404Apr 2, 2026
Updated 7mo ago

Evaluation results

MethodLinks
LEIPCalibration Method=BCTS, Validation Size=2500, alpha=102026.040.33
LEIPCalibration Method=VS, Validation Size=4000, alpha=102026.040.34
LEIPCalibration Method=VS, Validation Size=2500, alpha=102026.040.35
LEIPCalibration Method=BCTS, Validation Size=4000, alpha=102026.040.41
LEIPCalibration Method=VS, Validation Size=2500, alpha=12026.040.54
LEIPCalibration Method=BCTS, Validation Size=2500, alpha=12026.040.57
LEIPCalibration Method=VS, Validation Size=4000, alpha=12026.040.59
LEIPCalibration Method=NBVS, Validation Size=2500, alpha=102026.040.66
LEIPCalibration Method=BCTS, Validation Size=4000, alpha=12026.040.68
LEIPCalibration Method=TS, Validation Size=4000, alpha=102026.040.71
LEIPCalibration Method=NBVS, Validation Size=4000, alpha=102026.040.73
LEIPCalibration Method=TS, Validation Size=2500, alpha=102026.040.74
EMCalibration Method=VS, Validation Size=4000, alpha=102026.040.78
LEIPCalibration Method=VS, Validation Size=2500, alpha=0.12026.040.78
RLLSCalibration Method=TS, Validation Size=4000, alpha=102026.040.79
RLLSCalibration Method=BCTS, Validation Size=4000, alpha=102026.040.79
EMCalibration Method=BCTS, Validation Size=4000, alpha=102026.040.81
RLLSCalibration Method=VS, Validation Size=4000, alpha=102026.040.81
RLLSCalibration Method=None, Validation Size=4000, alpha=102026.040.83
RLLSCalibration Method=BCTS, Validation Size=4000, alpha=12026.040.83
EMCalibration Method=NBVS, Validation Size=4000, alpha=102026.040.83
EMCalibration Method=TS, Validation Size=4000, alpha=102026.040.84
RLLSCalibration Method=NBVS, Validation Size=4000, alpha=102026.040.84
EMCalibration Method=BCTS, Validation Size=4000, alpha=12026.040.87
LEIPCalibration Method=None, Validation Size=4000, alpha=102026.040.89
EMCalibration Method=VS, Validation Size=2500, alpha=0.12026.040.89
LEIPCalibration Method=VS, Validation Size=4000, alpha=0.12026.040.96
EMCalibration Method=VS, Validation Size=4000, alpha=12026.040.97
EMCalibration Method=None, Validation Size=4000, alpha=102026.041.03
EMCalibration Method=VS, Validation Size=4000, alpha=0.12026.041.03
EMCalibration Method=VS, Validation Size=2500, alpha=102026.041.03
LEIPCalibration Method=None, Validation Size=2500, alpha=102026.041.08
EMCalibration Method=NBVS, Validation Size=2500, alpha=102026.041.08
RLLS-HardCalibration Method=None, Validation Size=4000, alpha=102026.041.1
EMCalibration Method=VS, Validation Size=2500, alpha=12026.041.12
RLLS-HardCalibration Method=None, Validation Size=2500, alpha=102026.041.15
EMCalibration Method=BCTS, Validation Size=2500, alpha=102026.041.15
RLLSCalibration Method=TS, Validation Size=4000, alpha=12026.041.18
RLLSCalibration Method=None, Validation Size=4000, alpha=12026.041.22
RLLSCalibration Method=VS, Validation Size=4000, alpha=12026.041.22
EMCalibration Method=BCTS, Validation Size=2500, alpha=12026.041.23
RLLSCalibration Method=NBVS, Validation Size=4000, alpha=12026.041.23
EMCalibration Method=NBVS, Validation Size=4000, alpha=12026.041.23
RLLSCalibration Method=VS, Validation Size=2500, alpha=102026.041.26
CCCalibration Method=None, Validation Size=4000, alpha=102026.041.29
CCCalibration Method=None, Validation Size=2500, alpha=102026.041.3
RLLSCalibration Method=NBVS, Validation Size=2500, alpha=102026.041.32
LEIPCalibration Method=TS, Validation Size=4000, alpha=12026.041.33
RLLSCalibration Method=BCTS, Validation Size=2500, alpha=102026.041.38
EMCalibration Method=TS, Validation Size=2500, alpha=102026.041.39
LEIPCalibration Method=TS, Validation Size=2500, alpha=12026.041.4
LEIPCalibration Method=NBVS, Validation Size=4000, alpha=12026.041.4
CCCalibration Method=None, Validation Size=1000, alpha=102026.041.41
EMCalibration Method=None, Validation Size=2500, alpha=102026.041.45
RLLSCalibration Method=BCTS, Validation Size=2500, alpha=12026.041.47
EMCalibration Method=TS, Validation Size=4000, alpha=12026.041.49
LEIPCalibration Method=NBVS, Validation Size=2500, alpha=12026.041.5
EMCalibration Method=NBVS, Validation Size=2500, alpha=12026.041.53
RLLSCalibration Method=TS, Validation Size=2500, alpha=102026.041.54
RLLS-HardCalibration Method=None, Validation Size=4000, alpha=12026.041.58
RLLSCalibration Method=None, Validation Size=2500, alpha=102026.041.62
RLLS-HardCalibration Method=None, Validation Size=2500, alpha=12026.042.03
LEIPCalibration Method=BCTS, Validation Size=2500, alpha=0.12026.042.07
EMCalibration Method=TS, Validation Size=2500, alpha=12026.042.1
LEIPCalibration Method=BCTS, Validation Size=1000, alpha=102026.042.12
RLLSCalibration Method=VS, Validation Size=2500, alpha=12026.042.17
LEIPCalibration Method=VS, Validation Size=1000, alpha=102026.042.2
RLLSCalibration Method=NBVS, Validation Size=2500, alpha=12026.042.24
LEIPCalibration Method=BCTS, Validation Size=1000, alpha=12026.042.28
LEIPCalibration Method=VS, Validation Size=1000, alpha=0.12026.042.32
LEIPCalibration Method=BCTS, Validation Size=4000, alpha=0.12026.042.39
LEIPCalibration Method=None, Validation Size=4000, alpha=12026.042.43
RLLSCalibration Method=TS, Validation Size=2500, alpha=12026.042.45
LEIPCalibration Method=VS, Validation Size=1000, alpha=12026.042.54
RLLSCalibration Method=None, Validation Size=2500, alpha=12026.042.55
RLLSCalibration Method=None, Validation Size=4000, alpha=0.12026.042.6
RLLS-HardCalibration Method=None, Validation Size=4000, alpha=0.12026.042.61
LEIPCalibration Method=None, Validation Size=1000, alpha=102026.042.65
RLLS-HardCalibration Method=None, Validation Size=1000, alpha=102026.042.66
RLLSCalibration Method=TS, Validation Size=4000, alpha=0.12026.042.7
EMCalibration Method=None, Validation Size=4000, alpha=12026.042.73
RLLSCalibration Method=NBVS, Validation Size=4000, alpha=0.12026.042.74
RLLSCalibration Method=BCTS, Validation Size=4000, alpha=0.12026.042.78
EMCalibration Method=BCTS, Validation Size=4000, alpha=0.12026.042.81
RLLSCalibration Method=VS, Validation Size=4000, alpha=0.12026.042.81
LEIPCalibration Method=None, Validation Size=2500, alpha=12026.042.83
EMCalibration Method=VS, Validation Size=1000, alpha=0.12026.042.83
LEIPCalibration Method=NBVS, Validation Size=4000, alpha=0.12026.042.93
EMCalibration Method=None, Validation Size=1000, alpha=102026.043.01
EMCalibration Method=NBVS, Validation Size=4000, alpha=0.12026.043.07
EMCalibration Method=BCTS, Validation Size=2500, alpha=0.12026.043.16
LEIPCalibration Method=TS, Validation Size=1000, alpha=102026.043.25
LEIPCalibration Method=NBVS, Validation Size=2500, alpha=0.12026.043.25
LEIPCalibration Method=NBVS, Validation Size=1000, alpha=102026.043.35
EMCalibration Method=None, Validation Size=2500, alpha=12026.043.37
RLLSCalibration Method=None, Validation Size=1000, alpha=102026.043.38
EMCalibration Method=NBVS, Validation Size=2500, alpha=0.12026.043.57
EMCalibration Method=BCTS, Validation Size=1000, alpha=12026.043.72
LEIPCalibration Method=BCTS, Validation Size=1000, alpha=0.12026.043.83
RLLS-HardCalibration Method=None, Validation Size=2500, alpha=0.12026.043.85