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Papers Benchmarks Datasets Tasks

Time Series Forecasting research benchmarks – Page 42 · SOTA2 Research

Time Series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ETTm2 → ETTh2

0.314MSE

7

Feb 26, 2026

Electricity Maps ERCO 2021 (test)

0.009MSE

7

Feb 26, 2026

Electricity Maps ERCO 2022 (test)

0.008MSE

7

Feb 26, 2026

Electricity Maps ERCO 2023 (test)

0.011MSE

7

Feb 26, 2026

Electricity Maps ERCO 2024 (test)

0.016MSE

7

Feb 26, 2026

Electricity Maps GB 2021 (test)

0.009MSE

7

Feb 26, 2026

Electricity Maps GB 2022 (test)

0.011MSE

7

Feb 26, 2026

Electricity Maps GB 2023 (test)

0.01MSE

7

Feb 26, 2026

Electricity Maps GB 2024 (test)

0.012MSE

7

Feb 26, 2026

Electricity Maps QLD 2021 (test)

0.019MSE

7

Feb 26, 2026

Electricity Maps QLD 2022 (test)

0.019MSE

7

Feb 26, 2026

Electricity Maps QLD 2023 (test)

0.051MSE

7

Feb 26, 2026

Electricity Maps QLD 2024 (test)

0.045MSE

7

Feb 26, 2026

Electricity Maps BANC 2021 (test)

0.005MSE

7

Feb 26, 2026

Electricity Maps BANC 2022 (test)

0.005MSE

7

Feb 26, 2026

TS-S12 S2-Sentinel-2 (full-band)

22.57PSNR

7

Feb 26, 2026

Monash - US Births

408.5MAE

7

Feb 26, 2026

Monash RiverFlow

22.17MAE

7

Feb 26, 2026

43.56MAE

7

Feb 26, 2026

Darts BeerProduction

10.25MAE

7

Feb 26, 2026

Darts MilkProduction

7.71MAE

7

Feb 26, 2026

Darts AirPassengers library (test)

13.02MAE

7

Feb 26, 2026

ETTm2 -> ETTm1 (test)

0.414MSE

7

Feb 26, 2026

ETTm1 -> ETTm2 (test)

0.268MSE

7

Feb 26, 2026

ETTm1 -> ETTh2 (test)

0.381MSE

7

Feb 26, 2026

Page 42 of 56

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