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Unsupervised Online Label Shift on CIFAR (all holdout data)
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6.3
Classification Error (Bernoulli Shift)
Oracle
5.872
8.761
11.65
14.539
May 31, 2023
Classification Error (Bernoulli Shift)
Classification Error (Sine Shift)
MSE Label Marginal Estimation (Bernoulli Shift)
MSE Label Marginal Estimation (Sine Shift)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Classification Error (Bernoulli Shift)
Classification Error (Sine Shift)
MSE Label Marginal Estimation (Bernoulli Shift)
MSE Label Marginal Estimation (Sine Shift)
Oracle
2023.05
6.3
5.9
-
-
UOGD
2023.05
11
10
-
-
FLH-FTL
2023.05
11
10
0.15
0.13
FTH
2023.05
12
10
0.28
0.14
FTFWH
2023.05
12
10
0.24
0.13
ATLAS
2023.05
12
10
-
-
OFC
2023.05
13
11
-
-
ROGD
2023.05
15
11
0.31
0.21
Base
2023.05
17
16
-
-
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