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Harmful shift detection research benchmarks · SOTA2 Research

Harmful shift detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UCI Heart Disease (UCI-HD) 5-class (test)

Consistent Disagreement Discrepancy Surrogate

1AUC-ROC

6

Feb 26, 2026

1,697Total Generated Shifts

2

Feb 26, 2026

3,385Generated Shifts Count

2

Feb 26, 2026

Bike sharing demand (test)

2,129Total Generated Shifts

2

Feb 26, 2026

California house prices (test)

62Generated Shifts Count

2

Feb 26, 2026

Popular datasets

HELOC NHANESI California house prices Bike sharing demand UCI Heart Disease

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