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Papers Benchmarks Datasets Tasks

Time Series Forecasting research benchmarks – Page 20 · SOTA2 Research

Time Series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FundAR 9 day horizon

0.903MAE

13

Feb 27, 2026

FundAR 8 day horizon

0.922MAE

13

Feb 27, 2026

FundAR 7 day horizon

0.824MAE

13

Feb 27, 2026

FundAR 6 day horizon

0.821MAE

13

Feb 27, 2026

FundAR 5 day horizon

0.77MAE

13

Feb 27, 2026

FundAR (3 day horizon)

0.7MAE

13

Feb 27, 2026

FundAR (2 day horizon)

0.671MAE

13

Feb 27, 2026

Time Series Dataset (test)

0.65MAPE

13

Feb 27, 2026

GIFT-Eval LOOP-SEATTLE-5T-48

TimesFM 2.0 (500m)

0.051MASE

13

Feb 26, 2026

GIFT-Eval Part 1

0.051LOOP-SEATTLE-5T-48 Error

13

Feb 26, 2026

FundAR 4 day horizon (test)

0.703MAE

13

Feb 27, 2026

FundAR 1 day horizon (test)

0.661MAE

13

Feb 27, 2026

Solar 10 hour prediction horizon (test)

0.047MAE

13

Feb 27, 2026

Solar 9 hour prediction horizon (test)

0.046MAE

13

Feb 27, 2026

Solar 8 hour prediction horizon (test)

0.045MAE

13

Feb 27, 2026

Solar 7 hour prediction horizon (test)

0.044MAE

13

Feb 27, 2026

Solar 6 hour prediction horizon (test)

0.043MAE

13

Feb 27, 2026

Solar 5 hour prediction horizon (test)

0.041MAE

13

Feb 27, 2026

Solar 4 hour prediction horizon (test)

0.04MAE

13

Feb 27, 2026

Solar 3 hour prediction horizon (test)

0.038MAE

13

Feb 27, 2026

Solar 2 hour prediction horizon (test)

3.4MAE

13

Feb 27, 2026

Solar 1 hour prediction horizon (test)

0.03MAE

13

Feb 27, 2026

Square 5-node graphs

8.24MSE

13

Feb 26, 2026

Sawtooth 5-node graphs

3.84MSE

13

Feb 26, 2026

Triangle 5-node graphs

2.32MSE

13

Feb 26, 2026

Page 20 of 56

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