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Papers Benchmarks Datasets Tasks

Online Conformal Prediction research benchmarks · SOTA2 Research

Online Conformal Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

92.8Coverage

24

Feb 26, 2026

Variance Changepoint

0.91Coverage

24

Feb 26, 2026

Distribution Drift

90.7Coverage

24

Feb 26, 2026

92.4Coverage

15

Feb 26, 2026

CIFAR-100C gradual distribution shift (test)

89.97Coverage

14

Feb 26, 2026

2.137SARegret@0.1

9

Jun 11, 2026

Flu Hospitalization

3,171SARegret@0.1

9

Jun 11, 2026

0.013SARegret (alpha=0.1)

9

Jun 11, 2026

0.012SARegret@0.1

9

Jun 11, 2026

0.029SARegret (Coverage 0.1)

9

Jun 11, 2026

Change Point Simulation Scenario C

90.1Coverage

7

May 8, 2026

Heterogeneous Simulation Scenario B

90.1Coverage

7

May 8, 2026

Stationary Simulation Scenario A

90Coverage

7

May 8, 2026

Mix Dataset synthetic s (test)

96.3Marginal Coverage

6

Feb 26, 2026

95.8Marginal Coverage

6

Feb 26, 2026

95.6Marginal Coverage

6

Feb 26, 2026

Sinusoid Dataset synthetic

95Marginal Coverage

6

Feb 26, 2026

95.2Marginal Coverage

6

Feb 26, 2026

Electricity Demand

95Marginal Coverage

6

Feb 26, 2026

96.2Marginal Coverage

6

Feb 26, 2026

Stationary Dataset synthetic

95.8Marginal Coverage

6

Feb 26, 2026

95.6Marginal Coverage

4

Feb 26, 2026

Scoring function

2Efficiency Regret

2

May 15, 2026

Online Conformal Prediction (OCP)

100Coverage Rate

1

Jun 2, 2026

Validity tracking

3Efficiency Regret

1

May 15, 2026

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