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ResearchFormerly WizWand

Distribution Shift Detection

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

97.38Novel Classes AUC

40

Feb 26, 2026

CIFAR-10 vs CIFAR-10.1

1Average Rejection Rate

27

Feb 26, 2026

59.01AUPR (C=1)

13

May 6, 2026

CIFAR-10-C Severity level 5 (test)

80.63AUPR

8

May 26, 2026

CIFAR-10-C Severity level C=3 (test)

70.24AUPR

8

May 26, 2026

CIFAR-10-C Severity level 1 (test)

58.72AUPR

8

May 26, 2026

92.43AUPR

7

May 6, 2026

Forecasting the Past

71AUROC

6

Apr 15, 2026

Highway Roundabout (test)

Forecasting the Past

95.8AUROC

4

Apr 15, 2026

Highway Intersection (test)

Forecasting the Past

96.1AUROC

4

Apr 15, 2026

Highway Merge (test)

99.9AUROC

4

Apr 15, 2026

Folktables 250 production datasets (50 states over 5 years)

Quantile detector

48Power

2

Feb 26, 2026