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Papers Benchmarks Datasets Tasks

Time Series Forecasting research benchmarks – Page 27 · SOTA2 Research

Time Series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ETTh1 few-shot 10% (train)

0.622MSE

11

Apr 15, 2026

ETTm2 few-shot 10% (train)

0.294MSE

11

Apr 15, 2026

2.1MAE

11

Apr 14, 2026

1.506MAE

11

Apr 14, 2026

RW-Bench (test)

0.599MSE

11

Apr 10, 2026

Average All Benchmarks 10% data

0.372MSE

11

Apr 1, 2026

Weather few-shot 10% data

0.24MSE (10% Few-Shot)

11

Apr 1, 2026

0.095MSE

11

Mar 10, 2026

0.13MSE

11

Mar 10, 2026

0.264MSE

11

Mar 10, 2026

2.319MSE

11

Mar 10, 2026

0.945MSE

11

Mar 10, 2026

7.299MSE

11

Mar 10, 2026

0.92MSE

11

Mar 10, 2026

0.107MSE

11

Mar 10, 2026

1.347MSE

11

Mar 10, 2026

Australian Electricity Aus

0.306MSE

11

Mar 10, 2026

Italian EMF dataset

EMFusion-MV(WorkingHour)

0.007CRPS

11

Feb 26, 2026

Rotating MNIST Time delay (test)

0.023MSE

11

Feb 26, 2026

Rotating MNIST Amplitude Frequency change (test)

0.023MSE

11

Feb 26, 2026

0.435MSE

11

Feb 26, 2026

0.413MSE

11

Feb 26, 2026

0.404MSE

11

Feb 26, 2026

0.492MSE

11

Feb 26, 2026

0.473MSE

11

Feb 26, 2026

Page 27 of 56

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