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Papers Benchmarks Datasets Tasks

solar dataset and benchmarks – Page 5 · SOTA2 Research

Research Datasets

solar

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Probabilistic Forecasting

Solar

1.53Winkler Score

4

Sequential Conformal Prediction

Solar

90Coverage

4

Electricity Consumption Profile Generation

Solar 32-shot

0.023MMD

4

Time Series Forecasting

Solar NIPS

1.443NRMSE

4

Matrix Generation

Solar pmiss=40% few-sample (n=300) 2

0.008Average Singular-Value Discrepancy (x10^-2)

4

Matrix Generation

Solar pmiss=40% few-sample (n=300)

0.01Average Singular-Value Discrepancy

4

Probabilistic Forecasting

Solar

39.79CRPS Sum

4

Probabilistic forecasting

solar (test)

680MSE

4

Time Series Forecasting

Solar

0.371MSE

3

Lag error analysis

Solar

29TailAUC

3

Distribution Shift Estimation

Solar pmiss=40% few-sample regime (300 samples)

0.84Frob Mean Diff

3

Distribution Shift Estimation

Solar few-sample regime (300 samples) (pmiss=20%)

0.3Frob Mean Diff

3

Distribution Shift Estimation

Solar pmiss=0% few-sample regime (300 samples)

0.13Frob Mean Diff

3

Generative Modeling with Missing Data

Solar 2 n=300, 20% p_miss

0.267MMD

3

Matrix Generation

Solar 2 n = 300 (pmiss=20%)

1.67Average Singular-Value Discrepancy

3

Generative Distribution Matching

Solar pmiss=40%

0.97Mean Absolute Difference

3

Generative Distribution Matching

Solar pmiss=20%

0.87Mean Entry Diff

3

Generative Distribution Matching

Solar pmiss=0%

1.02Mean Absolute Entry Difference

3

Time series forecasting

solar 1-day horizon (test)

0.21R0.5 Loss

3

Unconditional generation

Solar GluonTS (test)

4.0862-Wasserstein Distance

2

Unconditional generation

Solar GluonTS

0.699CRPS

2

Long-Term Time Series Forecasting

Solar

0.177MSE

2

Long-term Time Series Forecasting

Solar horizon 96

0.157MSE

2

Long-term forecasting

Solar Eng

0.196MSE

2

Full-field Reconstruction

Solar

0.029RMSE

1

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Popular tasks

Time Series Forecasting Multivariate Time-series Forecasting Long-term forecasting Matrix Generation Probabilistic Forecasting

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