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Papers Benchmarks Datasets Tasks

Time Series Forecasting research benchmarks – Page 46 · SOTA2 Research

Time Series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UCI Electricity 15-minute resolution (test)

Task-oriented Imputation Ensemble

0.236MSE

6

Feb 26, 2026

Synthetic (test)

0.476Mean R2

6

Feb 26, 2026

traffic-c direct forecast (long-term) 7 days ahead

0.509R0.5

6

Feb 26, 2026

traffic-c rolling-day prediction (short-term) 7 days

Convolutional self-attention

0.122R0.5

6

Feb 26, 2026

electricity-c direct forecast (long-term) 7 days ahead

0.283R0.5

6

Feb 26, 2026

electricity-c rolling-day prediction (short-term) 7 days

Convolutional self-attention

0.059R0.5

6

Feb 26, 2026

14.89Pretraining Time (s)

5

Jun 24, 2026

14.43Pretraining Time (s)

5

Jun 24, 2026

PEMS-BAY L=144 (test)

0.67MSE

5

Jun 2, 2026

449Error @ 24h Horizon

5

May 20, 2026

Aggregate 90 configurations of backbone, dataset, H (test)

90Win Count

5

May 12, 2026

0.775MSE

5

Apr 14, 2026

Hospital Admissions

1.008MSE

5

Apr 14, 2026

0.602MSE

5

Apr 14, 2026

0.834MSE

5

Apr 14, 2026

Favorita Transactions

0.135MSE

5

Apr 14, 2026

Hierarchical Sales

0.634MSE

5

Apr 14, 2026

0.389MSE

5

Apr 14, 2026

0.505MSE

5

Apr 14, 2026

0MSE

5

Apr 14, 2026

Tourism Monthly

0MSE

5

Apr 14, 2026

0MSE

5

Apr 14, 2026

0MSE

5

Apr 14, 2026

Australian Electricity

0.145MSE

5

Apr 14, 2026

0.418MSE

5

Apr 14, 2026

Page 46 of 56

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