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Papers Benchmarks Datasets Tasks

Confidence interval construction research benchmarks · SOTA2 Research

Confidence interval construction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

synthetic datasets #1

PNC-enhanced cheap bootstrap

195% CI Coverage Rate

48

Feb 26, 2026

Student's t distribution

100Coverage

6

Feb 26, 2026

Halfnormal distribution

100Coverage Rate

6

Feb 26, 2026

Normal distribution

100Coverage Rate

6

Feb 26, 2026

Synthetic Dataset d=16, n=1024 #2

PNC-enhanced cheap bootstrap

9895% CI Coverage Rate

3

Feb 26, 2026

Synthetic Dataset d=16, n=512 #2

PNC-enhanced cheap bootstrap

9995% CI Coverage Rate

3

Feb 26, 2026

Synthetic Dataset #2 (d=16, n=256)

PNC-enhanced cheap bootstrap

10095% CI Coverage Rate

3

Feb 26, 2026

Synthetic Dataset d=16, n=128 2

PNC-enhanced cheap bootstrap

10095% CR

3

Feb 26, 2026

Synthetic Dataset (d=8, n=1024) #2

PNC-enhanced cheap bootstrap

0.9795% Coverage Rate

3

Feb 26, 2026

Synthetic Dataset (d=8, n=512) #2

PNC-enhanced cheap bootstrap

9995% CI Coverage Rate

3

Feb 26, 2026

Synthetic Dataset #2 (d=8, n=256)

PNC-enhanced cheap bootstrap

99CI CR (95%)

3

Feb 26, 2026

Synthetic Dataset #2 (d=8, n=128)

PNC-enhanced cheap bootstrap

10095% CI CR

3

Feb 26, 2026

Synthetic Dataset #2 (d=4, n=1024)

PNC-enhanced batching

10095% Coverage Rate

3

Feb 26, 2026

Synthetic Dataset d=4, n=512 #2

PNC-enhanced cheap bootstrap

9995% CI Coverage Rate

3

Feb 26, 2026

Synthetic Dataset #2 (d=4, n=256)

PNC-enhanced batching

9895% CI CR

3

Feb 26, 2026

Synthetic Dataset #2 (d=4, n=128)

PNC-enhanced cheap bootstrap

10095% CR

3

Feb 26, 2026

Synthetic Dataset #2 (d=2, n=1024)

PNC-enhanced batching

96CR (95%)

3

Feb 26, 2026

Synthetic Dataset (d=2, n=512) #2

PNC-enhanced batching

9695% CI CR

3

Feb 26, 2026

Synthetic Dataset #2 d=2, n=256

PNC-enhanced batching

0.97CR (95%)

3

Feb 26, 2026

Synthetic Dataset #2 (d=2, n=128)

PNC-enhanced cheap bootstrap

10095% CI Coverage Rate

3

Feb 26, 2026

Energy (test 1, 2, 3, 4, 5)

PNC-enhanced cheap bootstrap

10095% CI CR

3

Feb 26, 2026

Concrete (test 1, 2, 3, 4, 5)

PNC-enhanced batching

10095% CI Coverage Rate

3

Feb 26, 2026

Boston (test 1, 2, 3, 4, 5)

PNC-enhanced batching

10095% CI Coverage Rate

3

Feb 26, 2026

Popular datasets

Synthetic dataset Concrete Synthetic Datasets Boston Energy

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