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Papers Benchmarks Datasets Tasks

Conformal Prediction research benchmarks – Page 7 · SOTA2 Research

Conformal Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Concrete (test)

91.2Marginal Coverage

5

May 6, 2026

89.8Marginal Coverage

5

May 6, 2026

Computer (test)

90.5Marginal Coverage

5

May 6, 2026

91.3Marginal Coverage

5

May 6, 2026

Synthetic regression dataset

91Coverage

5

May 6, 2026

CPU Activity eta_hat=2.96

90.5Coverage

5

Feb 26, 2026

Concrete Compressive Strength (20% test)

Jackknife-minmax

97.09Coverage

4

Jul 1, 2026

Energy Efficiency Dataset (test)

Jackknife-minmax

94.81Coverage Rate

4

Jul 1, 2026

Synthetic Downstream Rapid Shift (test)

97.6Coverage

4

May 25, 2026

Synthetic Upstream Rapid Shift

91.87Coverage

4

May 25, 2026

CPU Activity 10 Reps η̂=2.96

90.5Coverage

4

Feb 26, 2026

Synthetic Data (|I|=3000, Skewness=2.7) (test)

90.5Marginal Coverage

4

Feb 26, 2026

Synthetic Data (|I|=500, Skewness=2.7) (test)

90.2Marginal Coverage

4

Feb 26, 2026

95Empirical Coverage

4

Feb 26, 2026

92Empirical Coverage

4

Feb 26, 2026

91Empirical Coverage

4

Feb 26, 2026

90Empirical Coverage

4

Feb 26, 2026

90Empirical Coverage

4

Feb 26, 2026

91Empirical Coverage

4

Feb 26, 2026

91Empirical Coverage

4

Feb 26, 2026

90Empirical Coverage

4

Feb 26, 2026

90Empirical Coverage

4

Feb 26, 2026

8-Gaussians synthetic (test)

91Coverage

4

Feb 26, 2026

25-Gaussians synthetic (test)

91Coverage

4

Feb 26, 2026

1.836Average Length

4

Feb 26, 2026

Page 7 of 9

Popular datasets

Synthetic Data CIFAR ImageNet Long-form QA Synthetic

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