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Papers Benchmarks Datasets Tasks

Functional Regression research benchmarks · SOTA2 Research

Functional Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.201NRMSE

8

Apr 7, 2026

1D Gibbs GP Query size 512

1.55SWD

7

Jun 23, 2026

1D Gibbs GP Query size 128

1.94SWD

7

Jun 23, 2026

SLC-Precipitation

0.773NRMSE

6

Apr 7, 2026

7.78MNLL

6

Apr 7, 2026

SLC-Precipitation

17.3MNLL

4

Apr 7, 2026

-0.924MNLL

4

Apr 7, 2026

Periodic kernel synthetic data (test)

-0.15Log-Likelihood (Context)

3

Feb 26, 2026

Matérn 5/2 kernel synthetic data (test)

0.93Log-Likelihood (Context)

3

Feb 26, 2026

RBF kernel synthetic data (test)

1.02Log-Likelihood (Context)

3

Feb 26, 2026

Popular datasets

Beijing-Air SLC-Precipitation 1D Gibbs GP Quasar RBF kernel synthetic data

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