# Long-term forecasting on ECL T=720

Source: [Long-term forecasting on ECL T=720](<https://www.sota2.com/research/sota/long-term-forecasting-on-ecl-t-720>)

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

Data updated: 2026-04-21T08:02:32.852Z

Evaluation of models performing Long-term forecasting specifically on the T=720 configuration of the ECL dataset, typically assessed 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 | Long-term forecasting |
| Dataset (including any stated split) | ECL T=720 |
| Metric | MSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 19 of 19 |
| 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/long-term-forecasting-on-ecl-t-720.md?metric=MSE>): Lower is better; unit: SCALAR.

- [MAE](<https://www.sota2.com/research/sota/long-term-forecasting-on-ecl-t-720.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| TriTS | 0.188 | Not recorded | 69e7046b7d0172140ec7eb7a |
| VisionTS | 0.191 | Not recorded | 69e7046b7d0172140ec7eb7a |
| FDNet | 0.192 | Not recorded | 69e7046b7d0172140ec7eb7a |
| AMD | 0.193 | Not recorded | 68fa78111e209131cea769c1 |
| TimeMixer | 0.194 | Not recorded | 68fa78111e209131cea769c1 |
| VisionTS++ | 0.194 | Not recorded | 69e7046b7d0172140ec7eb7a |
| PatchTST | 0.197 | Not recorded | 68fa78111e209131cea769c1 |
| MICN | 0.203 | Not recorded | 68fa78111e209131cea769c1 |
| MTS-Mixers | 0.212 | Not recorded | 68fa78111e209131cea769c1 |
| TimesNet | 0.22 | Not recorded | 68fa78111e209131cea769c1 |
| WPMixer | 0.224 | Not recorded | 69e7046b7d0172140ec7eb7a |
| iTransformer | 0.225 | Not recorded | 68fa78111e209131cea769c1 |
| TimeMixer | 0.225 | Not recorded | 69e7046b7d0172140ec7eb7a |
| iTransformer | 0.228 | Not recorded | 69e7046b7d0172140ec7eb7a |
| PatchTST | 0.23 | Not recorded | 69e7046b7d0172140ec7eb7a |
| FEDformer | 0.233 | Not recorded | 68fa78111e209131cea769c1 |
| DLinear | 0.233 | Not recorded | 68fa78111e209131cea769c1 |
| DLinear | 0.258 | Not recorded | 69e7046b7d0172140ec7eb7a |
| Crossformer | 0.404 | Not recorded | 68fa78111e209131cea769c1 |

### TriTS

MSE: 0.188. Result ID: 69e72f1547f34ce924cd3c23.

[Reporting paper](<https://www.sota2.com/research/paper/69e7046b7d0172140ec7eb7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e7046b7d0172140ec7eb7a.md>)

Recorded evaluation configuration: {"Lookback window":"96","Prediction length":"720"}. This record does not assert independent reproduction.

### VisionTS

MSE: 0.191. Result ID: 69e72f1547f34ce924cd3c25.

[Reporting paper](<https://www.sota2.com/research/paper/69e7046b7d0172140ec7eb7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79271e209131cea7c4bd.md>)

Recorded evaluation configuration: {"Lookback window":"96","Prediction length":"720"}. This record does not assert independent reproduction.

### FDNet

MSE: 0.192. Result ID: 69e72f1547f34ce924cd3c26.

[Reporting paper](<https://www.sota2.com/research/paper/69e7046b7d0172140ec7eb7a.md>)

Recorded evaluation configuration: {"Lookback window":"96","Prediction length":"720"}. This record does not assert independent reproduction.

### AMD

MSE: 0.193. Result ID: 69957b813badfaffe672a2bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769c1.md>)

[Implementation](<https://github.com/TROUBADOUR000/AMD>)

Recorded evaluation configuration: {"Prediction Length (T)":720}. This record does not assert independent reproduction.

### TimeMixer

MSE: 0.194. Result ID: 69957b813badfaffe672a2bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73451e209131cea5b721.md>)

Recorded evaluation configuration: {"Prediction Length (T)":720}. This record does not assert independent reproduction.

### VisionTS++

MSE: 0.194. Result ID: 69e72f1547f34ce924cd3c24.

[Reporting paper](<https://www.sota2.com/research/paper/69e7046b7d0172140ec7eb7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bfc1e209131cea8ba7c.md>)

Recorded evaluation configuration: {"Lookback window":"96","Prediction length":"720"}. This record does not assert independent reproduction.

### PatchTST

MSE: 0.197. Result ID: 69957b813badfaffe672a2be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769c1.md>)

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

Recorded evaluation configuration: {"Prediction Length (T)":720}. This record does not assert independent reproduction.

### MICN

MSE: 0.203. Result ID: 69957b813badfaffe672a2c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769c1.md>)

Recorded evaluation configuration: {"Prediction Length (T)":720}. This record does not assert independent reproduction.

### MTS-Mixers

MSE: 0.212. Result ID: 69957b813badfaffe672a2c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e7d1e209131cea403c9.md>)

Recorded evaluation configuration: {"Prediction Length (T)":720}. This record does not assert independent reproduction.

### TimesNet

MSE: 0.22. Result ID: 69957b813badfaffe672a2c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769c1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f041e209131cea43456.md>)

Recorded evaluation configuration: {"Prediction Length (T)":720}. This record does not assert independent reproduction.

### WPMixer

MSE: 0.224. Result ID: 69e72f1547f34ce924cd3c27.

[Reporting paper](<https://www.sota2.com/research/paper/69e7046b7d0172140ec7eb7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa765d1e209131cea6ca97.md>)

Recorded evaluation configuration: {"Lookback window":"96","Prediction length":"720"}. This record does not assert independent reproduction.

### iTransformer

MSE: 0.225. Result ID: 69957b813badfaffe672a2bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769c1.md>)

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

Recorded evaluation configuration: {"Prediction Length (T)":720}. This record does not assert independent reproduction.

### TimeMixer

MSE: 0.225. Result ID: 69e72f1547f34ce924cd3c2a.

[Reporting paper](<https://www.sota2.com/research/paper/69e7046b7d0172140ec7eb7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73451e209131cea5b721.md>)

Recorded evaluation configuration: {"Lookback window":"96","Prediction length":"720"}. This record does not assert independent reproduction.

### iTransformer

MSE: 0.228. Result ID: 69e72f1547f34ce924cd3c28.

[Reporting paper](<https://www.sota2.com/research/paper/69e7046b7d0172140ec7eb7a.md>)

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

Recorded evaluation configuration: {"Lookback window":"96","Prediction length":"720"}. This record does not assert independent reproduction.

### PatchTST

MSE: 0.23. Result ID: 69e72f1547f34ce924cd3c29.

[Reporting paper](<https://www.sota2.com/research/paper/69e7046b7d0172140ec7eb7a.md>)

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

Recorded evaluation configuration: {"Lookback window":"96","Prediction length":"720"}. This record does not assert independent reproduction.

### FEDformer

MSE: 0.233. Result ID: 69957b813badfaffe672a2c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769c1.md>)

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

Recorded evaluation configuration: {"Prediction Length (T)":720}. This record does not assert independent reproduction.

### DLinear

MSE: 0.233. Result ID: 69957b813badfaffe672a2c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769c1.md>)

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

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

Recorded evaluation configuration: {"Prediction Length (T)":720}. This record does not assert independent reproduction.

### DLinear

MSE: 0.258. Result ID: 69e72f1547f34ce924cd3c2b.

[Reporting paper](<https://www.sota2.com/research/paper/69e7046b7d0172140ec7eb7a.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":"96","Prediction length":"720"}. This record does not assert independent reproduction.

### Crossformer

MSE: 0.404. Result ID: 69957b813badfaffe672a2c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769c1.md>)

Recorded evaluation configuration: {"Prediction Length (T)":720}. This record does not assert independent reproduction.

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