# Long-term forecasting on Traffic T=720

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

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

Data updated: 2026-06-01T09:31:04.242Z

Evaluation of models performing long-term time series forecasting on the Traffic T=720 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 | Long-term forecasting |
| Dataset (including any stated split) | Traffic 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-traffic-t-720.md?metric=MSE>): Lower is better; unit: SCALAR.

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

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| AMD | 0.429 | Not recorded | 68fa78111e209131cea769c1 |
| TimeMixer | 0.43 | Not recorded | 68fa78111e209131cea769c1 |
| PatchTST | 0.432 | Not recorded | 68fa78111e209131cea769c1 |
| DLinear | 0.466 | Not recorded | 68fa78111e209131cea769c1 |
| iTransformer | 0.467 | Not recorded | 68fa78111e209131cea769c1 |
| SIGMA | 0.494 | Not recorded | 6a1d1228dbd7150506f8405f |
| MTS-Mixers | 0.529 | Not recorded | 68fa78111e209131cea769c1 |
| TimeMixer | 0.535 | Not recorded | 6a1d1228dbd7150506f8405f |
| MultiPatch. | 0.537 | Not recorded | 6a1d1228dbd7150506f8405f |
| WPMixer | 0.548 | Not recorded | 6a1d1228dbd7150506f8405f |
| MICN | 0.571 | Not recorded | 68fa78111e209131cea769c1 |
| Crossformer | 0.573 | Not recorded | 68fa78111e209131cea769c1 |
| AMD | 0.573 | Not recorded | 6a1d1228dbd7150506f8405f |
| MICN | 0.574 | Not recorded | 6a1d1228dbd7150506f8405f |
| FEDformer | 0.621 | Not recorded | 68fa78111e209131cea769c1 |
| TimesNet | 0.64 | Not recorded | 68fa78111e209131cea769c1 |
| TimesNet | 0.662 | Not recorded | 6a1d1228dbd7150506f8405f |
| Pyra. | 0.709 | Not recorded | 6a1d1228dbd7150506f8405f |
| MSGNet | 0.721 | Not recorded | 6a1d1228dbd7150506f8405f |

### AMD

MSE: 0.429. Result ID: 69957b813badfaffe672a30c.

[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: 0.43. Result ID: 69957b813badfaffe672a30d.

[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.

### PatchTST

MSE: 0.432. Result ID: 69957b813badfaffe672a30e.

[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.

### DLinear

MSE: 0.466. Result ID: 69957b813badfaffe672a314.

[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.

### iTransformer

MSE: 0.467. Result ID: 69957b813badfaffe672a30f.

[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.

### SIGMA

MSE: 0.494. Result ID: 6a1d513cfbc373592c16df8f.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8405f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8405f.md>)

Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction.

### MTS-Mixers

MSE: 0.529. Result ID: 69957b813badfaffe672a315.

[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.

### TimeMixer

MSE: 0.535. Result ID: 6a1d513cfbc373592c16df93.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8405f.md>)

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

Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction.

### MultiPatch.

MSE: 0.537. Result ID: 6a1d513cfbc373592c16df91.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8405f.md>)

Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction.

### WPMixer

MSE: 0.548. Result ID: 6a1d513cfbc373592c16df92.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8405f.md>)

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

Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction.

### MICN

MSE: 0.571. Result ID: 69957b813badfaffe672a313.

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

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

### Crossformer

MSE: 0.573. Result ID: 69957b813badfaffe672a310.

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

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

### AMD

MSE: 0.573. Result ID: 6a1d513cfbc373592c16df90.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8405f.md>)

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

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

Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction.

### MICN

MSE: 0.574. Result ID: 6a1d513cfbc373592c16df95.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8405f.md>)

Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction.

### FEDformer

MSE: 0.621. Result ID: 69957b813badfaffe672a311.

[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.

### TimesNet

MSE: 0.64. Result ID: 69957b813badfaffe672a312.

[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.

### TimesNet

MSE: 0.662. Result ID: 6a1d513cfbc373592c16df96.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8405f.md>)

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

Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction.

### Pyra.

MSE: 0.709. Result ID: 6a1d513cfbc373592c16df97.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8405f.md>)

Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction.

### MSGNet

MSE: 0.721. Result ID: 6a1d513cfbc373592c16df94.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8405f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71bb1e209131cea52d59.md>)

Recorded evaluation configuration: {"Input Length":"96"}. This record does not assert independent reproduction.

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