Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Long-term forecasting research benchmarks – Page 7 · SOTA2 Research

Long-term forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Physical Systems L_pred=1024 (test)

4.72KL Divergence (DKL)

5

Mar 12, 2026

Physical Systems L_pred=512 (test)

3.93KL Divergence

5

Mar 12, 2026

0.365MSE

5

Feb 26, 2026

0.381MSE

5

Feb 26, 2026

Traffic long-term forecasting (test)

0.45MSE

4

May 27, 2026

0.356MSE

4

Mar 17, 2026

Electricity 512 Look-back 720

Peri-mid Former

0.181MSE

4

Feb 26, 2026

ETTh1 512 Look-back (Avg)

0.408MSE

4

Feb 26, 2026

Traffic v1 (test)

0.428MSE

3

Feb 26, 2026

Electricity standard (test)

Multi-Scale Residual-Aware Representation Learning Pipeline

0.045MSE

2

Jun 11, 2026

ETTh2 standard (test)

Multi-Scale Residual-Aware Representation Learning Pipeline

0.054MSE

2

Jun 11, 2026

0.196MSE

2

Mar 17, 2026

Solar-Energy v1 (test)

0.226MSE

2

Feb 26, 2026

Page 7 of 7

Popular datasets

Weather Electricity Traffic ETTm1 Exchange

Follow for updates

Join SOTA2 Contact