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Papers Benchmarks Datasets Tasks

Time Series Forecasting research benchmarks – Page 52 · SOTA2 Research

Time Series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Traffic Full data

0.323MSE

3

Feb 26, 2026

Electricity (Full data)

0.161MSE

3

Feb 26, 2026

Weather Full data

0.229MSE

3

Feb 26, 2026

Proximal Score-based VI

0.429MSE

3

Feb 26, 2026

SST OOD Forecasting (Last 4 years) V2

Mech. Identifier

0.007Forecast Error

3

Feb 26, 2026

ETTh1 Standard (test)

0.369MSE

3

Feb 26, 2026

17.2MAE

3

Feb 26, 2026

Solar-Energy standard (test)

0.233MSE

3

Feb 26, 2026

solar 1-day horizon (test)

LogSparse Transformer

0.21R0.5 Loss

3

Feb 26, 2026

traffic 1-day horizon f1d (test)

LogSparse Transformer

0.139R0.5 Loss

3

Feb 26, 2026

Electricity 1-day horizon f1d (test)

LogSparse Transformer

0.074R0.5 Loss

3

Feb 26, 2026

original ECI method

89.7Coverage

2

Jun 26, 2026

original ECI method

89.7Coverage

2

Jun 26, 2026

5TQS Wins Count

2

Jun 12, 2026

6TQS Wins

2

Jun 12, 2026

4TQS Wins

2

Jun 12, 2026

5TQS Wins

2

Jun 12, 2026

21TQS Wins Count

2

Jun 12, 2026

0.086MSE

2

Jun 11, 2026

EPF-DE Germany (test)

0.42MSE

2

Jun 11, 2026

0.09MSE

2

Jun 11, 2026

Saugeen River Flow dataset

6.99MAE

2

May 12, 2026

0.485MSE

2

May 11, 2026

Weather New forecasting horizons

0.335MSE

2

May 7, 2026

Time-MMD Environment

0.267MSE

2

Mar 10, 2026

Page 52 of 56

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