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Label Shift Estimation research benchmarks · SOTA2 Research

Label Shift Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.33MSE

153

Apr 3, 2026

MNIST Dirichlet shift alpha=1 (val)

0.44MSE (10^-3)

34

Apr 3, 2026

MNIST Dirichlet shift alpha=10 (val size=2000)

440MSE

17

Apr 3, 2026

MNIST Dirichlet shift alpha=10 size=1500 (val)

480MSE

17

Apr 3, 2026

MNIST Dirichlet shift alpha=10 (val size=500)

0.6MSE (10^-3)

17

Apr 3, 2026

MNIST Dirichlet shift alpha=0.1 (val)

230MSE

17

Apr 3, 2026

MNIST Dirichlet shift alpha=0.1 size=1500 (val)

280MSE (x 10^-3)

17

Apr 3, 2026

MNIST Dirichlet shift alpha=0.1 size=500 (val)

970Mean Squared Error (MSE)

17

Apr 3, 2026

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