# Univariate long-term time series forecasting on ETTh2 (test)

Source: [Univariate long-term time series forecasting on ETTh2 (test)](<https://www.sota2.com/research/sota/univariate-long-term-time-series-forecasting-on-etth2-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:51:00.885Z

Evaluation of models performing univariate long-term time series forecasting on the test split of the ETTh2 dataset, typically measured using MSE and MAE.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Univariate long-term time series forecasting |
| Dataset (including any stated split) | ETTh2 (test) |
| Metric | MSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [MSE](<https://www.sota2.com/research/sota/univariate-long-term-time-series-forecasting-on-etth2-test.md?metric=MSE>): Lower is better; unit: SCALAR.

- [MAE](<https://www.sota2.com/research/sota/univariate-long-term-time-series-forecasting-on-etth2-test.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| Dualformer | 0.173 | Not recorded | 6973006eb2be0ed85a78c8f5 |
| PatchTST | 0.178 | Not recorded | 6973006eb2be0ed85a78c8f5 |
| iTransformer | 0.179 | Not recorded | 6973006eb2be0ed85a78c8f5 |
| FiLM | 0.185 | Not recorded | 6973006eb2be0ed85a78c8f5 |
| DLinear | 0.202 | Not recorded | 6973006eb2be0ed85a78c8f5 |
| FreTS | 0.203 | Not recorded | 6973006eb2be0ed85a78c8f5 |
| FEDformer | 0.206 | Not recorded | 6973006eb2be0ed85a78c8f5 |
| Autoformer | 0.209 | Not recorded | 6973006eb2be0ed85a78c8f5 |

### Dualformer

MSE: 0.173. Result ID: 699923bc5698665ec48b198f.

[Reporting paper](<https://www.sota2.com/research/paper/6973006eb2be0ed85a78c8f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6973006eb2be0ed85a78c8f5.md>)

Recorded evaluation configuration: {"Lookback window size":"96","Prediction length (T)":"avg {96, 192, 336, 720}"}. This record does not assert independent reproduction.

### PatchTST

MSE: 0.178. Result ID: 699923bc5698665ec48b1993.

[Reporting paper](<https://www.sota2.com/research/paper/6973006eb2be0ed85a78c8f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb21e209131cea4181f.md>)

Recorded evaluation configuration: {"Lookback window size":"96","Prediction length (T)":"avg {96, 192, 336, 720}"}. This record does not assert independent reproduction.

### iTransformer

MSE: 0.179. Result ID: 699923bc5698665ec48b1994.

[Reporting paper](<https://www.sota2.com/research/paper/6973006eb2be0ed85a78c8f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56f9c.md>)

Recorded evaluation configuration: {"Lookback window size":"96","Prediction length (T)":"avg {96, 192, 336, 720}"}. This record does not assert independent reproduction.

### FiLM

MSE: 0.185. Result ID: 699923bc5698665ec48b1992.

[Reporting paper](<https://www.sota2.com/research/paper/6973006eb2be0ed85a78c8f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d721e209131cea39f53.md>)

[Implementation](<https://github.com/tianzhou2011/FiLM/>)

Recorded evaluation configuration: {"Lookback window size":"96","Prediction length (T)":"avg {96, 192, 336, 720}"}. This record does not assert independent reproduction.

### DLinear

MSE: 0.202. Result ID: 699923bc5698665ec48b1996.

[Reporting paper](<https://www.sota2.com/research/paper/6973006eb2be0ed85a78c8f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d3e1e209131cea38b79.md>)

[Implementation](<https://github.com/cure-lab/LTSF-Linear>)

Recorded evaluation configuration: {"Lookback window size":"96","Prediction length (T)":"avg {96, 192, 336, 720}"}. This record does not assert independent reproduction.

### FreTS

MSE: 0.203. Result ID: 699923bc5698665ec48b1995.

[Reporting paper](<https://www.sota2.com/research/paper/6973006eb2be0ed85a78c8f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71211e209131cea4f603.md>)

[Implementation](<https://github.com/aikunyi/FreTS>)

Recorded evaluation configuration: {"Lookback window size":"96","Prediction length (T)":"avg {96, 192, 336, 720}"}. This record does not assert independent reproduction.

### FEDformer

MSE: 0.206. Result ID: 699923bc5698665ec48b1991.

[Reporting paper](<https://www.sota2.com/research/paper/6973006eb2be0ed85a78c8f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbf1e209131cea35c29.md>)

Recorded evaluation configuration: {"Lookback window size":"96","Prediction length (T)":"avg {96, 192, 336, 720}"}. This record does not assert independent reproduction.

### Autoformer

MSE: 0.209. Result ID: 699923bc5698665ec48b1990.

[Reporting paper](<https://www.sota2.com/research/paper/6973006eb2be0ed85a78c8f5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9a1e209131cea2f3a3.md>)

[Implementation](<https://github.com/thuml/Autoformer>)

Recorded evaluation configuration: {"Lookback window size":"96","Prediction length (T)":"avg {96, 192, 336, 720}"}. This record does not assert independent reproduction.

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