# Multivariate Time Series Forecasting on Traffic full (test)

Source: [Multivariate Time Series Forecasting on Traffic full (test)](<https://www.sota2.com/research/sota/multivariate-time-series-forecasting-on-traffic-full-test>)

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

Data updated: 2026-02-26T05:50:56.882Z

Evaluation of models performing Multivariate Time Series Forecasting on the full test split of the Traffic dataset, 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 | Multivariate Time Series Forecasting |
| Dataset (including any stated split) | Traffic full (test) |
| Metric | MSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 18 of 18 |
| 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/multivariate-time-series-forecasting-on-traffic-full-test.md?metric=MSE>): Lower is better; unit: SCALAR.

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

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| MoHETS | 0.388 | Not recorded | 697c3b6aa8b01e76cc8da70e |
| SOFTS | 0.409 | Not recorded | 697c3b6aa8b01e76cc8da70e |
| iTransformer | 0.428 | Not recorded | 697c3b6aa8b01e76cc8da70e |
| TimeXer | 0.466 | Not recorded | 697c3b6aa8b01e76cc8da70e |
| PatchTST | 0.481 | Not recorded | 697c3b6aa8b01e76cc8da70e |
| TimeMixer | 0.484 | Not recorded | 697c3b6aa8b01e76cc8da70e |
| Crossformer | 0.55 | Not recorded | 697c3b6aa8b01e76cc8da70e |
| FEDformer | 0.609 | Not recorded | 697c3b6aa8b01e76cc8da70e |
| Autoformer | 0.613 | Not recorded | 68fa6b9a1e209131cea2f3a3 |
| TimesNet | 0.62 | Not recorded | 697c3b6aa8b01e76cc8da70e |
| DLinear | 0.625 | Not recorded | 697c3b6aa8b01e76cc8da70e |
| LogTrans | 0.684 | Not recorded | 68fa6b9a1e209131cea2f3a3 |
| Informer | 0.719 | Not recorded | 68fa6b9a1e209131cea2f3a3 |
| Reformer | 0.732 | Not recorded | 68fa6b9a1e209131cea2f3a3 |
| TiDE | 0.76 | Not recorded | 697c3b6aa8b01e76cc8da70e |
| LSTM | 0.843 | Not recorded | 68fa6b9a1e209131cea2f3a3 |
| LSTNet | 1.107 | Not recorded | 68fa6b9a1e209131cea2f3a3 |
| TCN | 1.438 | Not recorded | 68fa6b9a1e209131cea2f3a3 |

### MoHETS

MSE: 0.388. Result ID: 6998f8345698665ec45d53f1.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b6aa8b01e76cc8da70e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697c3b6aa8b01e76cc8da70e.md>)

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

### SOFTS

MSE: 0.409. Result ID: 6998f8345698665ec45d53f2.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b6aa8b01e76cc8da70e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75c11e209131cea69bdb.md>)

[Implementation](<https://github.com/Secilia-Cxy/SOFTS>)

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

### iTransformer

MSE: 0.428. Result ID: 6998f8345698665ec45d53f4.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b6aa8b01e76cc8da70e.md>)

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

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

### TimeXer

MSE: 0.466. Result ID: 6998f8345698665ec45d53f3.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b6aa8b01e76cc8da70e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75b81e209131cea698ad.md>)

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

### PatchTST

MSE: 0.481. Result ID: 6998f8345698665ec45d53f7.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b6aa8b01e76cc8da70e.md>)

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

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

### TimeMixer

MSE: 0.484. Result ID: 6998f8345698665ec45d53f5.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b6aa8b01e76cc8da70e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75b81e209131cea698ad.md>)

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

### Crossformer

MSE: 0.55. Result ID: 6998f8345698665ec45d53f8.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b6aa8b01e76cc8da70e.md>)

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

### FEDformer

MSE: 0.609. Result ID: 6998f8345698665ec45d53fb.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b6aa8b01e76cc8da70e.md>)

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

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

### Autoformer

MSE: 0.613. Result ID: 698e993dffc3901de09f0192.

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

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

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

Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction.

### TimesNet

MSE: 0.62. Result ID: 6998f8345698665ec45d53f6.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b6aa8b01e76cc8da70e.md>)

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

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

### DLinear

MSE: 0.625. Result ID: 6998f8345698665ec45d53fa.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b6aa8b01e76cc8da70e.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":"Avg."}. This record does not assert independent reproduction.

### LogTrans

MSE: 0.684. Result ID: 698e993dffc3901de09f0194.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa66e71e209131cea1309f.md>)

Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction.

### Informer

MSE: 0.719. Result ID: 698e993dffc3901de09f0193.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23263.md>)

[Implementation](<https://github.com/zhouhaoyi/Informer2020>)

Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction.

### Reformer

MSE: 0.732. Result ID: 698e993dffc3901de09f0195.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa671b1e209131cea143ed.md>)

[Implementation](<https://github.com/google/trax/tree/master/trax/models/reformer>)

Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction.

### TiDE

MSE: 0.76. Result ID: 6998f8345698665ec45d53f9.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b6aa8b01e76cc8da70e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d61e209131cea58d5b.md>)

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

### LSTM

MSE: 0.843. Result ID: 698e993dffc3901de09f0197.

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

Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction.

### LSTNet

MSE: 1.107. Result ID: 698e993dffc3901de09f0196.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa643f1e209131cea036e6.md>)

Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction.

### TCN

MSE: 1.438. Result ID: 698e993dffc3901de09f0198.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa643f1e209131cea036fe.md>)

[Implementation](<http://github.com/locuslab/TCN>)

Recorded evaluation configuration: {"Input Length (I)":96,"Prediction Length (O)":96}. This record does not assert independent reproduction.

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