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Distribution Shift Detection on Folktables 250 production datasets (50 states over 5 years)

48PowerQuantile detector
-0.8811.8124.537.19Dec 17, 2024

Evaluation results

MethodLinks
Quantile detectorharmfulness threshold epsilon_tol=0, model=RF classifier, error estimator=RF regressor2024.12481.93,727
Mean detectorharmfulness threshold epsilon_tol=0, model=RF classifier, error estimator=RF regressor2024.121194,945