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Papers Benchmarks Datasets Tasks

Conformal Prediction research benchmarks · SOTA2 Research

Conformal Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

5-class synthetic data Example 1 Hard Bin r* ≤ 0.5

93.4Coverage

97

Jun 16, 2026

5-class synthetic data Example 1 Marginal

92.3Coverage

97

Jun 16, 2026

5-class Synthetic Data Example 2 covariate shift a=0.5 Marginal

92Coverage

75

Jun 16, 2026

1.52Average Prediction Set Size

63

Jun 8, 2026

5-class synthetic data (Example 1) Easy Bin (r* > 0.5) 1.0 (test)

99.7Coverage

52

Jun 16, 2026

CIFAR-100 (test)

1.644Mean Prediction Set Size

51

Jun 8, 2026

Example 2 5-class data (a=0.5, Easy Bin, r* > 0.5) synthetic (test)

96.6Coverage

45

Jun 16, 2026

Example 2 5-class data (a=0.5, Hard Bin, r* <= 0.5) synthetic (test)

90.4Coverage

45

Jun 16, 2026

5-class synthetic data Example 1, Easy Bin r* > 0.5

99.7Coverage

45

Jun 16, 2026

15 datasets (average)

95.7Coverage

39

May 25, 2026

VentricularVolume (OUT)

3.572Interval Width

35

Jul 7, 2026

1.15Avg Prediction Set Size

32

May 19, 2026

Camelyon17 r* > 0.67 (test)

92.4Coverage

30

Jun 16, 2026

Camelyon17 (0.33 < r* ≤ 0.67) (test)

88.2Coverage

30

Jun 16, 2026

Camelyon (r* ≤ 0.33) 17 (test)

91.1Coverage

30

Jun 16, 2026

Camelyon17 Marginal (test)

91.2Coverage

30

Jun 16, 2026

92.9Marginal Coverage

30

Jun 16, 2026

5-class synthetic data Easy Bin, r* > 0.5

99.7Coverage

30

Jun 16, 2026

5-class synthetic data Hard Bin, r* <= 0.5

92.8Coverage

30

Jun 16, 2026

5-class synthetic data Marginal

92.3Coverage

30

Jun 16, 2026

synthetic data 5-class Example 2 covariate shift a=0.5 Easy Bin (r* > 0.5)

96.6Coverage

30

Jun 16, 2026

5-class synthetic data Example 2 covariate shift a=0.5 Hard Bin (r* <= 0.5)

85.6Coverage

30

Jun 16, 2026

100Coverage

30

Jun 2, 2026

FashionMNIST (test)

3.281Efficiency Rate (γn,m)

27

Jun 2, 2026

2D Navier-Stokes (test)

98.09Coverage

25

Jun 9, 2026

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