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Benchmarks
Unsupervised Online Label Shift on MNIST Square shift
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0.022
Classification Error Rate
Oracle
0.02072
0.02936
0.038
0.04664
May 31, 2023
Classification Error Rate
MSE Label Marginal Estimation
Updated 1mo ago
Evaluation Results
Method
Method
Links
Classification Error Rate
MSE Label Marginal Estimation
Oracle
Holdout amount=Low
2023.05
0.022
-
OFC
Holdout amount=Low
2023.05
0.039
-
FTH
Holdout amount=Low
2023.05
0.04
0.27
FLH-FTL
Holdout amount=Low
2023.05
0.04
0.15
FTFWH
Holdout amount=Low
2023.05
0.041
0.3
Base
Holdout amount=Low
2023.05
0.044
-
ATLAS
Holdout amount=Low
2023.05
0.045
-
UOGD
Holdout amount=Low
2023.05
0.048
-
ROGD
Holdout amount=Low
2023.05
0.054
0.41
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