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Papers Benchmarks Datasets Tasks

ECL dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

ECL

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Long-term multivariate forecasting

ECL Full-shot (test)

0.158MSE

11

Time Series Forecasting

ECL v1 (test)

0.18MSE

10

Long-term forecasting

ECL T=336

0.16MSE

10

Long-term forecasting

ECL T=96

0.129MSE

10

Time Series Forecasting

ECL Electricity

0.128MSE (F=96)

9

Time Series Forecasting

ECL horizon 96

0.139MSE

9

Long-term time series forecasting

ECL Average

0.158MSE

9

Time Series Forecasting

ECL Horizon 720 (test)

0.204MSE

9

ECL

98.4Imp (%)

8

Univariate long sequence time-series forecasting

ECL

0.432MSE

8

Conditional Generation

ECL

0.131WAPE

7

Long-term Forecasting

ECL v1 (test)

0.147MSE

7

Probabilistic multivariate time series forecasting

ECL (test)

0.29CRPS

6

Cellular Lineage Inference

ECL cell lineage 838k points celltype:10

69DP

5

Short-term load forecasting

ECL public

4MAPE

1

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Popular tasks

Time Series Forecasting Long-term forecasting Long-term time-series forecasting Multivariate Time-series Forecasting Long-term multivariate forecasting

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